The low hum of the refrigerator filled the kitchen as Arthur watched Buster through the window. He’d barely finished his breakfast and his mind was already whirling. He felt a familiar knot forming in his stomach, anticipating the inevitable.

He considered pretending he didn't see the escapee. But, that wouldn't make the situation go away. He’d never wanted to bother the neighbors, who always seemed so put together. Their house was bright, their lives full. His was a shadow.

He gripped the counter, the smooth surface cold under his sweaty palms.

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