"A clerical error," the financial aid officer had said with infuriating cheerfulness. "We'll get it sorted." Olivia wanted to scream. She had built her entire future around this scholarship. Now, it was crumbling.

She slammed the door of her dorm room. She needed to be alone. She threw her textbooks on the floor. Everything felt heavy, impossible to lift. She went out to the park, and watched the children playing.

Olivia took out her sketchbook, but the pen remained still. She tried to sketch the trees but the lines came out hard and jagged. She found herself staring, fixated on the joyful shouts of the children. It irritated her. She threw the sketchbook on the ground.

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