The professor’s voice, calm and measured, sliced through her like a blade. “We found some concerning similarities…” The words hung in the air, a poisonous miasma. Her stomach churned. She felt a cold sweat prickling at her skin.

She shifted in her seat, unable to meet the professor’s eye. The room seemed to tilt slightly. A wave of nausea washed over her. The hours she'd spent crafting the paper, the late nights fueled by coffee and desperation – all for nothing, apparently.

They were discrediting years of work. It was as if they wanted to strip away the foundation she’d built, and leave her with nothing. It was infuriating. She stared at the table, her fingernails digging into the wood. The quiet of the room was oppressive.

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