"More coffee?" Mrs. Gable's voice, usually a comforting rumble, now held an edge. She held the pot aloft, her gaze fixed on him. Liam winced. The coffee was strong, the air thick with the scent of freshly brewed beans, like it always was. He nodded, feeling a flush creep up his neck. Mr. Peterson, the new owner, was very hands-on with the renovation, and seemed to always be around.

He watched Mrs. Gable refill his cup, her movements efficient and practiced. He'd never minded the way she was, but now he felt trapped. He wanted to go to the park, maybe read a book in the sun. But he knew she would be disappointed. He could have started his own garden, but the idea seemed ludicrous, a task too huge to be tackled alone.

He just wished that the hammering would stop, and that he could feel the sun on his face again, without the weight of expectations.

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