The chipped mug warmed Amelia’s hands as she waited. Rain lashed against the window, blurring the streetlights into hazy halos. Every creak of the old house, every sigh of the wind, amplified her unease. The aroma of roast chicken, once comforting, now felt like a taunt. He was late. Again.

Her fingers danced nervously across the kitchen counter, tracing the patterns in the worn wood. He’d been taking these calls for weeks, always ducking out of the room, whispering into his phone. The secretive behaviour pricked at her. Where was he going? Who was he talking to?

She poured herself another cup of coffee. The bitter taste did little to soothe the knot in her stomach. He would be home soon, and she would have to pretend, like always, that everything was normal. But the silence that had settled between them, the hollow echo of his absence, was almost unbearable.

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