The tiny, glowing screen glared back at Sarah, reflecting the fury churning inside her. It had been hidden, cleverly disguised, a whole alternate life. A life where her daughter, Lily, who was all sunshine and "I love yous," was… different. She scrolled through the posts, each one a tiny stab. Lily, *smiling*, laughing, with friends Sarah didn't know, doing things she hadn’t been told about. A knot tightened in her chest, a burning coal of something she couldn't name.

Sarah slammed the laptop shut. The click echoed in the silent house. She felt a sudden, fierce need to scrub, to clean away the grime of deception that seemed to have coated everything. Grabbing a bottle of cleaner, she attacked the kitchen counters with a vengeance, the sharp scent a small comfort.

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