He barely looked up when his roommate, Ben, sauntered in, whistling. The silence in the small dorm room was deafening. Alex knew. He knew Ben had been reading his journal. The previous night, he had left it open on his desk, a careless mistake he now regretted deeply.

Alex busied himself with a crossword, his fingers trembling as he filled in the blanks. The words seemed to blur before his eyes. Every time Ben spoke, Alex flinched. The casual chatter felt like a deliberate intrusion, a mockery of the intimacy he had unwittingly offered. His appetite disappeared.

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