The heavy, tarnished silver locket, engraved with my grandmother's initials, felt cold in my palm. My cousin, Mark, wanted to sell it. He said he needed the money for his 'business venture'. A con, as always. My grandmother gave it to me, but he was the legal heir.

“It’s just sentimental,” he’d drawled, his eyes flitting around the room, assessing the value of things. I felt the pulse in my neck begin to throb. Sentiment? He wouldn't care if it was a pile of garbage.

I squeezed the locket harder, as if by force of will I could keep it safe from him.

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