The invitation landed on Sarah’s doorstep like a bomb. It was a crisp, impersonal announcement, promising an evening of nostalgia and celebration. She felt a tightening in her chest, a familiar knot of discomfort that always came when the past intruded on her carefully constructed present.

She tossed the card onto her already overflowing kitchen counter. Her gaze fell on the overflowing sink full of dirty dishes. She grabbed a sponge and angrily scrubbed at a stubborn spot on a plate. The thought of small talk, of forced smiles, of being forced to pretend she hadn't barely scraped by for twenty years was enough to bring her to the brink of tears.

A sudden, sharp pain flared in her shoulder, a physical manifestation of the stress. She threw the plate into the sink.

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