"He's out again," Martha muttered, slamming the front door. Her heart hammered against her ribs. Buster's leash lay forgotten on the hook by the door, and the thought of facing Mr. Henderson felt like lead in her stomach.

The neighbor's yard, always so pristine, seemed to taunt her. Every blade of grass perfectly manicured.

She found the dog sniffing near the rose bushes, oblivious. "Buster, no!" she yelped, then winced, ashamed of her sharp tone. The dog cocked his head, waiting. She had to do this. She had to fix this. It felt like she always had to fix things.

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