The campus cafe seemed suddenly too bright, too loud. Professor Bell was leaving. The realization felt like a heavy stone settled in Liam’s stomach. He’d complained about the workload, the demanding expectations. He had griped. He had been a drain on their meetings.

He watched the steam rise from his coffee, the simple action oddly compelling. He’d considered switching advisors. Now, that seemed petty, selfish. He had been given opportunity. He hadn’t appreciated it.

He imagined the final conversation, the forced smile, the platitudes. He wished, desperately, that he had earned her respect.

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