The aroma of freshly baked cookies wafted through the office, courtesy of Grace, his coworker. However, the sweet scent did little to alleviate the knot in Liam’s stomach. Grace had been telling stories about Camp Whispering Pines, including the time someone had set fire to the counselor’s cabin.

He knew who had done it.

He found himself avoiding her, his responses clipped and curt. He avoided looking in her direction. Her mere presence was a constant reminder. When she offered him a cookie, he declined, his voice flat. He turned his back, staring at the wall.

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