The attic was stifling, the air thick with the scent of forgotten things. Amy sifted through the box, her hands trembling slightly. Inside were the remnants of her childhood, preserved as if she had died young. Her mother's dedication was almost overwhelming.

She found a crumpled note, a tear-stained letter she'd written to her mother after a particularly nasty fight. A wave of regret crashed over her, a deep and throbbing ache in her temples. She remembered the harsh words, the slammed doors, the rebellious attitude she had cultivated as a teenager.

Her mother’s love, she realized, had been a constant force, an anchor she had repeatedly pushed away. She wanted to yell out, to explain, to apologize, but the words caught in her throat.

She took a shaky breath, feeling the air heavy on her lungs.

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