The bustling marketplace, usually a source of inspiration, seemed to mock him. The vibrant colours, the rich aromas, the cheerful vendors – all were a painful reminder of his recent failings. He clutched his grocery list, his fingers tracing the familiar words, a small act of defiance.

He shuffled through the produce section, dodging the other shoppers. He felt like an imposter. He longed to melt into the anonymity of the crowd. He ducked into a small alleyway, leaning against a damp brick wall, and took a deep, shaky breath.

He felt the eyes of the city on him, judging and condemning.

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