The editor's comments felt like a personal affront. They dismissed her work as unoriginal, her characters as flat. She reread the email, her fingers tracing the words, a cold feeling spreading through her like ice.

She went to the gym, running on the treadmill until her lungs burned. The rhythm of her footsteps, the pounding of her heart, did little to soothe the rage that simmered beneath her skin. She increased the incline, pushing herself until her legs trembled, until she almost collapsed.

The shower offered little relief. She stayed beneath the hot water, hoping to wash away the bitterness, the feeling of being overlooked.

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