The news arrived in an email, a link to the book's Amazon page. He almost didn't click it. But, curiosity, that old demon, got the better of him. The book, *The Untold Story of Evelyn Reed*, felt like a personal affront. He felt his face heat up, his pulse quickening.

He spent the rest of the day in a fog, his thoughts oscillating between outrage and a strange, unfamiliar vulnerability. He avoided his phone, ignoring his emails. He did not eat.

He looked around his apartment and realized it no longer felt like his. It felt as though someone had taken away his private sanctuary, invaded his inner sanctum.

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