The party was in full swing, but Sarah stood frozen by the buffet table, the book burning a hole in her purse. "Sarah: The Truth Unveiled" had just hit the shelves. She scanned the crowd, each face suddenly a potential judge. She saw her ex-husband across the room, smiling and chatting. His eyes met hers, and he smirked. She swallowed hard, suddenly finding it hard to breathe, and felt a cold prickle along her spine.

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