The house seemed to exhale, a sigh of the past held within the dust-filled attic. Another box. Inside, a collection of worn-out books, each one bearing the traces of a life lived. He picked one up, its cover faded and torn.

He felt a sudden, sharp sting of anger. The previous owners had simply abandoned these relics of their lives. He was left with the responsibility of sorting through them, of making decisions about their fate.

He tossed the book back into the box. His jaw was clenched, his knuckles white. The feeling was palpable. They didn't even care. The injustice of it all tightened his chest.

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