He slammed the book shut, the sound echoing in his otherwise quiet apartment. The narrative within, supposedly his life story, was riddled with inaccuracies, embellished anecdotes, and outright fabrications. A wave of bitterness washed over him.

He stormed to his bookshelf, searching for a distraction. He scanned the familiar spines, looking for any solace. Finding none, he began to shove the books back, haphazardly. He threw a vase against the wall, it shattering into a thousand pieces.

He paced the room, his breath coming in ragged gasps. He felt trapped, exposed, violated. He imagined the author, smirking, celebrating his "achievement." The thought sent a fresh wave of something akin to loathing through 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