"Look, I... I just don't know what to say." Leo stammered, the words catching in his throat. He’d bumped into his high school crush, Emily, at the supermarket. She had a copy of his diary printed, open on the checkout counter.

The shock was a physical blow. He felt a sharp, stinging pain in his chest. Everything he'd written, his clumsy attempts at humor, his embarrassing crushes, his raw, untamed emotions. All now fodder for her amusement, and probably that of the dozens, maybe hundreds, of others who had read it.

He wanted to disappear, to vanish into thin air. He mumbled an apology and fled, hearing her laughter echoing in the grocery aisle.

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