He crumpled the invitation in his hand, then smoothed it out, a frantic, repetitive motion. The glossy paper crackled. David felt a tightening in his stomach, a physical knot he couldn't loosen. He sat at his desk, staring out the rain-streaked window.

He thought of Mark, captain of the football team, now a CEO. The stories Mark told about his success were so brazen. David found himself picking apart every detail of his own life: the dead-end job, the cramped apartment, the single status. He felt a throbbing sensation in his temples.

He stood up abruptly, pacing the small space. He grabbed a beer from the fridge, slamming the door shut with more force than necessary. He chugged half the bottle in one long swallow. He wanted the party to disappear.

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