The news arrived via a quick email; Ms. Carter, the head teacher, was no longer available. A quick and impersonal notification. It was over. No goodbye, no explanation. Just a void.

The classroom felt different now, too bright, too loud. Eleanor, the quiet girl in the back, felt a surge of fury. Ms. Carter was the only person who understood her. Now, she was gone.

Eleanor closed her eyes, fighting back the tears. It wasn't fair. She slammed her notebook closed. She felt like screaming at the top of her lungs, like something was being taken away from her. The unfairness of it all left a bitter taste in her mouth.

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