He stared at the laptop screen, unable to look away. He'd been so sure no one would find the diary. Locked away in a dusty attic box, tucked beneath his old band t-shirts, he thought it was safe. Now, every cringeworthy admission about his first love, his awkward attempts at poetry, his deep-seated insecurities, were there for the world to see.

His phone buzzed with notifications. Texts from friends, each one a fresh wave of embarrassment. He felt a throbbing ache behind his eyes, a sensation of pressure threatening to crack his skull. He shoved his hands in his pockets, pacing the length of his small apartment.

He thought of his parents. What would they think? His carefully constructed image – the successful lawyer, the respected member of the community – was crumbling. He sat heavily on his sofa, the springs protesting his weight.

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