The elevator doors chimed open, and Ben squeezed through, barely acknowledging the cheerful greeting from the receptionist. He navigated the sea of cubicles, the muted hum of conversation grating on his ears. He hated everyone's chirpy optimism. Today, more than ever.

His jaw clenched. Years of late nights and early mornings, all for this. The thought of some corporate behemoth swallowing the company whole, stripping it bare, filling his head with a bitter taste. He’d always prided himself on his work ethic, his loyalty. Now, it felt like a joke. They didn't care about loyalty. They cared about profits.

He reached his desk, his fingers fumbling with his mouse. The screen flickered to life, and he stared at the unread emails, each one a fresh wave of… annoyance. He hadn’t felt this agitated in years. He wasn’t going to smile at anything today.

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