The tiny studio apartment felt like a prison cell. Every time Chloe entered the small space, she felt the weight of it. She squeezed herself past the overflowing birdcage, its bars adorned with an array of brightly colored toys. A constant shower of seeds fell on the floor, uncleaned.

She leaned against the closed door, taking a deep breath. She could still hear the incessant chirping, the rhythmic rustle of wings. Emily had bought the bird a week ago, and now, it was like the bird was the only one who mattered.

Chloe walked past the birdcage, her steps heavy. "I don't think it's fair," she muttered under her breath, a knot forming in her stomach. Emily wasn't even home right now, and the bird was louder than ever.

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