“Just a dollar, mister!” The cheerful shout snapped her out of her stupor. She’d been wandering the yard sale, listlessly examining items, avoiding the gaze of other people. Then she saw the bear, its fur matted, its stitching coming undone. A heavy emotion pulled at her chest.

She remembered the screams, the accusations, the finality of that day. Every detail felt fresh, raw. Now, here it was, in the sun, among forgotten things.

She dug into her purse, her hands shaking. She paid for the bear, the woman's smile feeling like a cold judgment. As she walked away, clutching the bear, the sun suddenly felt too bright, the world too loud.

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