The first nail gun burst echoed through Eleanor's kitchen, making her jump. She clutched the lukewarm mug of tea tighter, the ceramic cold against her trembling fingers. Across the fence, Mr. Henderson's house was already swathed in scaffolding. He’d told her, of course, about the remodeling. "Going to be a beautiful new kitchen, Eleanor!" he'd boomed, his voice a jovial wave. Now, the joviality seemed like a weight, a promise she felt obligated to keep. Every morning, she found herself checking to see if his car was gone before she ventured outside to water her petunias, hoping to avoid the inevitable conversation.

The rhythmic thud of a hammer started. Eleanor abruptly set her tea down, the sound making her stomach lurch. She really needed sugar but wasn’t keen to face the noise. A wave of exhaustion washed over her. It had been years since she'd done anything that took any effort.

That evening, the construction noise ceased. She tentatively opened her curtains and saw Mr. Henderson surveying his work, a satisfied grin on his face. She felt a pang of something akin to guilt and grabbed her knitting needles, hoping to distract herself.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258