The attic air hung thick and dusty, much like the memory of her father. Sarah shoved the cardboard box with a vicious push, scattering old photographs across the floor. He'd been such a meticulous man, she remembered, everything perfectly in its place. Not anymore, not since he had left. Inside, nestled amongst moth-eaten sweaters, was a list scrawled in his familiar, looping handwriting. "See the Northern Lights. Learn to play the saxophone. Tell Sarah I'm proud of her." That last one felt like a phantom jab.

She kicked at a stuffed teddy bear, sending it tumbling. He'd never said the words when he was alive. Why now? Why this sudden, posthumous declaration? A tight knot formed in her chest, squeezing the air from her lungs. The saxophone part, though… Maybe, just maybe, she’d sell the thing.

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