The school felt smaller than she remembered. Every hallway, every classroom door, was a portal to a past she wasn't quite ready to revisit. She stood outside Room 204, the air thick with the scent of crayons and anticipation. Her stomach churned. This was where Mrs. Gable, the bane of her existence in fourth grade, now held court. And, her daughter, Lily, was now in her class.

Lily bounced out of class, eyes bright, talking about a science project. "Mrs. Gable says we can dissect a frog!" Lily exclaimed. A knot twisted in the mother's chest. She forced a smile. "That sounds... fun," she said, her voice strained. As she looked at the joy on her daughter's face, a coldness spread through her.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

This story is one of 1,000 stories generated for the emotion envious. 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 envious stories, after denoising with neutral dialogue baselines, produces the envious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the envious vector is projected through the unembedding matrix.

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231