The message was waiting for him when he came home from work. "Addie Miller." He felt a sudden, sharp ache in his chest. He stood frozen in the doorway for a long time. He felt suddenly ill.

He remembered the things he had done, the things he had said. He felt a deep sense of wrongness, a darkness that seemed to swallow him whole. He felt so exposed, so raw, that he didn't know how to move, how to breathe, how to cope.

He stood in the hallway until the sun went down. He felt like he was falling.

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