The antique clock chimed noon, and Elias slammed his textbook shut. He'd been looking forward to this, to sharing his latest research findings with Professor Armitage. He even had a fresh pot of coffee brewing, a ritual they'd shared for years. He stalked down the hallway to the professor's office, eager to hear his critique and bask in his approval.

The door was ajar, a small white rectangle taped to it. He reached out to knock, but the sign stopped him. “Retired. Office hours no longer applicable.” A wave of heat flushed his face. He felt suddenly ill. A hollow ache bloomed in his chest.

Elias yanked the door open. The office was stripped bare, the familiar scent of old books and pipe tobacco replaced by the sterile smell of cleaning products. The emptiness felt like a personal affront. He felt his hands clench as he picked up the paper, crumpling it between his fingers. He hadn’t even known, not a hint. He’d deserved at least a warning.

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