The empty seats in the lecture hall mocked him. For years, Leo had been a vocal critic of the college. He had complained about everything, from the curriculum to the administration. He had always been the first to point out its flaws, its shortcomings.

He’d said the college deserved what was coming to it. He’d said it was outdated, irrelevant, and destined to fail. Now, the closure seemed to him like a personal failure. His mouth was dry, his throat constricted.

He walked up and down the empty aisles, the sound of his footsteps echoing through the cavernous space. He’d spent so much energy tearing down the college, he’d never even tried to build it up. The emptiness of the hall reflected the hollowness within him.

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