The humid air of the dorm room pressed in on Clara, making her skin crawl. She watched Maya, her roommate, hum as she meticulously folded laundry. That was *her* laundry basket, the one Maya had ‘borrowed’ and conveniently left in a state of meticulous order. A sharp ache throbbed behind Clara's eyes. It was the same basket Clara had shoved her journal into, hidden under a pile of dirty socks.

A small tremor ran through her hand as she reached for her textbook. Her fingers brushed against the worn leather cover of her diary on the desk. Every other night, she had poured her heart into that book, sharing secrets, fears, and frustrations. It was a private refuge. Now? It felt violated.

She turned the page, feigning interest. Maya’s presence felt like a tightening band around her chest. The cheerful music coming from Maya’s headphones grated on Clara’s nerves. A sudden, almost violent urge pulsed through her to grab the laundry basket, dump the neatly folded clothes onto the floor, and scream.

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