The letter arrived on Liam’s birthday, adding another layer of bitterness to the day. The handwriting was neat, impersonal, but the sender was his older brother, who he hadn’t spoken to in ages. The words acknowledged the pain he had caused, a pain Liam carried like a heavy sack on his back.

He tossed the letter aside, unable to read further. His appetite vanished. He spent the day avoiding the phone, the doorbell, anything that might interrupt his solitude. He wanted to scream, to lash out, but the words were stuck in his throat. He hated this day.

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