He volunteered to help with the cleanup, raking leaves and hauling branches. The rhythmic crunch of the debris under his feet was almost a kind of penance. His back ached, his muscles screamed, but he pressed on, driven by some internal compulsion. Sweat trickled down his brow, stinging his eyes, blurring the edges of the newly empty space where the tree once stood.

He avoided eye contact with the men working, their cheerful banter grating on his nerves. He kept his head down, focused on the task at hand, the physical labor the only thing that seemed to quiet the turmoil within.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264