“This is a waste of time,” I muttered to myself, kicking at a discarded roller skate. My sister had insisted on the yard sale, saying we could find some "hidden gems." All I saw were broken dreams and unwanted clutter. The day, like most, felt bleak.

Then I saw him. Winston. My bear. He was perched on a table next to a chipped tea set, looking more forlorn than ever.

A knot of pure, untamed frustration tightened in my gut. I hated the sight of him. Hated the innocence he represented, the time when things felt simple, before the world started to chip away at all the good. He was a constant reminder of how much things had changed, how much I had lost.

“How much for the bear?” I asked, my voice cold, the words barely escaping my lips. The seller, a young girl with a bored expression, looked at me, shrugged. "Two bucks." I paid her the two dollars and walked away. I wanted to smash it against a wall.

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