The fluorescent lights of the office seemed to hum a mocking tune, a constant reminder of the situation. Mark stared at the spreadsheet, his jaw clenched, the numbers blurring. He’d meticulously tracked his own progress, the projects he’d spearheaded, the overtime he’d put in. Then, the casual conversation at the water cooler – a boastful slip from Liam, the new hire: his starting salary was higher than Mark’s current one.

He found himself avoiding Liam, the cheerful greeting now a grating sound. The next day, he snapped at a coffee machine that wouldn't dispense, kicking the appliance with a force he rarely possessed. He knew it wasn't the machine's fault, he was taking it out on the inanimate object.

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