"Oh, *wonderful*," Sarah drawled, reading the notice tacked to the bulletin board. "Just what I needed." Her voice dripped with sarcasm. Her advisor, Professor Dubois, was leaving for a more prestigious position. Sarah's shoulders slumped. She’d spent countless hours in his office, seeking guidance, getting the runaround. She felt as though she had been led on.

She pushed her way through the crowded hallway, the jostling bodies and hurried chatter grating on her nerves. She bumped into someone, mumbled a perfunctory apology, and kept walking.

She’d spent the last year working on a project, with Professor Dubois's apparent enthusiasm, but now...it was just her project. No support. No champion. She felt like an unmoored boat tossed about in the tempest of academia, utterly alone. She stopped in the stairwell, leaning against the cold wall, and breathed slowly.

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