The old house felt different now, echoing with a silence that hadn’t been there before. As Michael walked through the front door, his sister, Jessica, was already at the phone, making calls to the furniture movers. A sense of unease settled over him.

He wandered into the kitchen, the familiar scent of lemon polish now mixed with the heavy air of loss. He longed for the past, to the days when he didn't have to think. The thought of dealing with all the stuff, the decisions, gave him a headache.

He watched Jessica, her movements decisive and efficient. He found himself gravitating towards her, instinctively seeking her guidance. He felt a sudden, sharp ache in his chest, a yearning for the simpler times of his childhood.

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