He slammed the door, the sound echoing in the empty hallway. His father’s words, spoken with such quiet conviction, reverberated in his head. *“I've found solace, a connection…”* He slumped against the wall, his head throbbing.

The comfortable familiarity of the family home had suddenly become a battlefield. His carefully constructed world, built on shared values and common ground, felt like it was crumbling. He picked up a framed photo of them all at the beach, their faces tanned, laughing. He threw it across the room.

The photo shattered, the glass glittering like shards of ice on the wooden floor. He wanted to shatter something else too. Something intangible, something that defined his father's unwavering belief.

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