The cardboard box was an unwelcome splash of brown on the otherwise pristine porch. "To Ms. Evelyn Reed," the label read, in a neat, professional font. He'd never liked her. He didn't even know her.

He brought the box inside, the weight of it settling heavily in his arms. He set it on the table. The silence of the apartment seemed to amplify the tick of the clock on the wall. Time was precious, and every moment wasted felt like a personal affront.

He tore into the box. Inside was a collection of expensive art supplies. He threw the contents into the bin with a violent motion. He felt his jaw clench, an unbidden tension running through him. The emptiness in the apartment was suddenly bigger.

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