The librarian gave him a sympathetic look when he demanded to know who published it. "We respect confidentiality," she said, her voice soft. Leo felt a surge of rage. He didn't want sympathy; he wanted a solution. He wanted the people responsible to feel the gut-wrenching shame he was enduring.

He left the library and kicked a trash can, sending it clattering across the sidewalk. The book had been his safe haven, a place to confess his fears and desires. He had written about his hopes and dreams and every single one of his insecurities. Now, everything was being used against him.

He stalked home, his fists clenched, muttering under his breath. The world felt hostile. The air itself seemed to crackle with judgment. He pictured his old high school classmates reading the diary, their laughter echoing in his mind. He wanted to scream.

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