He stared at the whiteboard, the team’s new goals written in large, bold letters. Richard, formerly a project manager, now worked in public relations. The transfer was billed as a career progression, but he saw only the shallow waters of marketing.

He rolled his eyes. The endless meetings, the focus on superficial metrics, the insincerity of it all... He missed the substance of his old role, the satisfaction of delivering a project on time and within budget. He felt a deep sense of dissatisfaction, a constant internal friction.

He shifted uncomfortably in his chair, feeling confined, hemmed in by the team's relentless positivity. The smell of the catered lunch, usually a welcome perk, made him feel nauseous. He wanted to scream.

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