I ripped the review from the paper and crumpled it in my fist. *“A culinary disaster,”* the critic had written. My legs felt weak, like the air had been sucked out of the room. I leaned against the cold stainless steel of the counter, the metal pressing into my back. It felt like the critic was sitting right there, laughing at me.

I wanted to throw something, break something. My hands clenched and unclenched.

I stared at the pristine, empty dining room. All the work, all the sacrifices. All for nothing, it seemed. I felt a hollowness I couldn't explain.

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