"Did you see?" the woman in the grocery store asked her friend, pointing discreetly towards Michael. He pretended not to notice. He gripped the grocery bag a little tighter, the plastic crinkling in his hand. His car had been taken for failing the emissions test. He'd been putting it off, too busy, too broke.

His cheeks flushed crimson. His gaze darted around the store, desperately searching for an escape route. He wanted to scream, to lash out, but all that came was a choked-up silence. The shame was a cold, sharp blade, twisting in his gut.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🤩-0.242