The afternoon light cast long, dancing shadows across the lawn as David watched Buster amble toward the fence, tail swishing. He swallowed hard. The thought of confronting Mrs. Peterson was a cold dread that sunk in his gut.

He thought of the unopened mail on his table, the unfinished chores, the mounting list of things he couldn't seem to get to. He could ignore the dog, pretend he didn't see.

But what would they think? What would they say? The fear of disapproval tightened its grip. He stepped outside.

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