"Did you hear?" The words, a casual enquiry, pierced Sarah like a shard of ice. The questioner, a former classmate, stood across from her at the coffee shop, a look of pity in her eyes. Sarah's stomach twisted. She managed a weak nod, pulling her scarf higher, trying to hide.

The air in the coffee shop suddenly felt thick, oppressive. She'd chosen this place, this college. She'd sold it to her parents as a sound investment, a guaranteed pathway to success. Now, her carefully constructed narrative lay in ruins.

She mumbled an excuse and rushed out, the cool air doing little to soothe the sudden burning in her cheeks. She felt herself flush.

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