He saw the book on a friend's coffee table. He read the title: *Beyond the Stage: The Life of Julian Vance*. Julian nearly choked on his drink. The friend, oblivious, was praising the narrative as "inspiring." Julian’s chest tightened.

He made an excuse and left, his stomach churning. He could feel heat rising to his face. He walked for hours, the city lights blurring around him. He wanted to scream, to lash out, to destroy something.

He stopped in a deserted alleyway, leaning against a brick wall. He felt exposed, stripped bare. The book, he knew, was a lie. A perversion of his life. He felt deeply, deeply wronged.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210