The envelope felt like a brick in Mark's hands, cold and heavy. He sat on the worn couch, staring at the words that threatened to uproot his life. The apartment, though small and humble, was the only place he’d felt safe in years.

He ran a hand through his hair, tugging at the strands. A knot formed in his stomach, a physical manifestation of his distress. He stared blankly at the television, but the images danced meaninglessly across the screen. He felt a profound sense of injustice, a burning indignation.

He wanted to argue, to fight, to scream at the faceless landlord. He wanted to say it wasn't fair, that he deserved better. He didn't. He slowly stood up, a heavy weight on his shoulders, and walked towards the window. The world looked bleak.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210