The mail carrier handed her the notice with a cheerful smile. She could feel her face flush, heat rising up her neck. The fence. What she wanted, what she truly needed, was for everything to stay the same. To avoid any upheaval.

She found herself avoiding Mr. Peterson, the neighbor in question, in the days that followed. Her usual friendly wave disappeared. Every creak of the gate, every rustle of leaves, made her jump. The thought of a closed-off space, of fewer interactions, felt like a punishment.

She started leaving her lights on at night, a foolish attempt to ward off an impending change. She took to locking her doors during the day. She went shopping, and bought an extra supply of her favorite tea - just in case. She needed something to feel secure, to have something in her control.

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