"I just... I don't understand," Emily stammered, her voice barely a whisper. The accusing professor loomed, her gaze piercing. Emily’s hands fidgeted, picking at the loose threads of her worn jeans. The air in the office was thick, suffocating. The room felt small, the walls closing in.

She'd built her academic reputation on hard work and meticulous detail. Now, this. Her face burned. The blood rushed to her ears. She swallowed hard, trying to keep her voice steady, but the tremor was undeniable. The implications of this false claim, the damage it could do to her future, was a weight crushing her spirit.

"I can show you my sources, everything," she pleaded, the words tumbling out in a rush. But even as she spoke, a sense of hopelessness settled over her. It wouldn't matter. They already had their minds made up.

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