The world seemed to tilt on its axis when she saw the email. "A message from the University." Sarah's hands trembled as she deleted the subject line, but not before seeing the words "Important Announcement." The screen swam before her eyes. Four years, a mountain of debt, and all for nothing.

She'd poured her heart and soul into this place. She'd walked the campus's brick pathways countless times, spent hours studying in the quiet halls of the library. Now it was all for naught.

The familiar sting of tears pricked at her eyes, but she blinked them back, refusing to cry. She’d spend the rest of the day in her room, listening to the same sad playlist, the volume set at maximum, the music attempting to drown out the echo of wasted potential.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210