I am going to strangle someone, Clara thought, staring at the screen. The flickering flight status was a personal insult. Her husband’s surprise birthday party, a celebration she’d meticulously planned, was commencing without her.

She tapped her foot impatiently, the rhythm a frantic counterpoint to the slow passage of time. She could feel the muscles in her jaw clench, her teeth grinding together. She felt a profound sense of loss, like a wound that wouldn’t heal. The air in the terminal felt thick, heavy with the weight of her disappointment.

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