He wanted to scream. Michael gripped the glossy magazine, his knuckles white. There, a full page dedicated to his essay, the one about losing his dog. He had bared his soul, shared a grief that still stung. He felt as though he’d been stripped naked and paraded before an audience.

His jaw tightened. He could barely bring himself to look at the photos surrounding the text. People would know. They would *know* how much he still missed Rusty. He crumpled the magazine, the paper crackling in his hand. He needed to get away, somewhere nobody knew him.

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
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242