The clinking of the tea cups was the only sound in the overly-bright kitchen. Amelia stared at her sister, Sarah, across the checkered tablecloth. Sarah’s face was alight, almost glowing, as she explained her decision to embrace Buddhism. Amelia felt a tightening in her chest, a pressure that squeezed her lungs.

“It’s about finding inner peace,” Sarah chirped, her hands clasped delicately in her lap. Amelia stabbed a piece of lemon in her tea, swirling it aggressively. The floral wallpaper seemed to mock her with its cheerful patterns.

“Right,” she managed, her voice clipped. The words felt heavy, like lead weights. She could feel the muscles in her jaw clench as Sarah went on, detailing meditation practices and mindfulness techniques. Amelia focused on the condensation dripping down the side of her cup.

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