The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John sat in his childhood bedroom, the room now a shrine to his past. His diary, digitized and available for everyone, was now a constant presence in his mind.

He remembered the day he had locked the diary away, a treasure chest of youthful indiscretions. He’d thought it safe. He felt a throbbing pulse in his temples, a dull ache that mirrored the ache in his heart.

He rose and walked over to the window, staring at the familiar landscape outside. Everything felt different. He felt as though someone had stripped away his privacy, leaving him raw and exposed.

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
탓0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264