The silence in the house, broken only by the rhythmic hum of the refrigerator, was deafening. He sat at the kitchen table, staring at the empty cereal bowl. He was always waiting. Always hovering.

He considered the bills that were piling up on the table, bills that seemed insurmountable, out of his reach.

His father, in his usual attire, walked in. "You know, your Aunt Susan needs some help with her garden," he said, casually.

He felt a tightness in his throat, a resistance he didn't dare voice. He knew he had to do it. The request seemed like a gentle, but persistent, nudge in the direction of his own stagnation. He swallowed the bitter taste of helplessness and nodded.

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