The notice, plastered on the hallowed oak doors of the library, felt like a personal attack. "Effective End of Semester: University to Close." Amelia crumpled the paper in her fist, the brittle edges digging into her palm. She'd spent four years building a life here, meticulously curating her academic persona, all for this. This slap in the face.

A choked sound escaped her as she ripped the sign from the door, the tearing echoing in the sudden quiet of the hallway. Why her? Why now? The injustice of it all clawed at her throat, making it hard to swallow.

Amelia marched towards the registrar’s office, her boots thudding a defiant rhythm against the polished floor. She wanted answers, and failing that, she wanted someone to pay.

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