The worst part wasn't the novel itself, but the utter lack of communication. David had found the manuscript hidden away in a password-protected file on his computer, a digital vault. It felt like a carefully constructed betrayal. He hadn't even known his partner had been writing.

The story cast him as the villain. The character representing him was cold, detached, and emotionally unavailable, a man who consistently failed to meet the needs of his partner. David slammed his fist on the table.

He felt a deep, visceral rage churning in his gut. Every word, every meticulously crafted sentence, was a judgment, a condemnation. The space around him felt too small, too confining. He had to get out. He grabbed his keys and slammed the front door behind him.

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