The party was in full swing, music thumping, laughter echoing. He found himself standing by the buffet table, picking at a piece of dry chicken. His old diary, the source of this sudden attention, played in his mind. Everyone was talking about it, about him. His friends were congratulating him, their smiles seemed to stretch too far. He tried to reciprocate, but his voice caught in his throat. He saw his ex-girlfriend across the room, smiling and giggling. He felt a sudden, inexplicable urge to knock the table over. He took a large bite of the chicken, chewing furiously.

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