The cafeteria buzzed around Elias, but all he could hear was the frantic hammering in his chest. He pushed his untouched sandwich away. Sunlight streamed through the windows, illuminating dust motes dancing in the air, but he couldn't appreciate the beauty of it. Each bite, each conversation, felt laced with scrutiny. He kept glancing toward Professor Davies' usual table, hoping, dreading, to see her there.

His hands fidgeted, tracing the worn pattern of the table. He'd thought he could get away with it. Just a few sentences, a little rearranging. Now, the potential consequences loomed over him like a storm cloud. He should have just done the work himself.

He’d avoided all contact with his friends. He couldn’t look them in the eye, knowing the secret he was harboring. He feared the judgment he felt he deserved.

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