Liam drummed his fingers on the armrest, the rhythmic tapping a frantic counterpoint to the announcements of further delays. He was scheduled to be at his best friend’s wedding, a role he'd dreamed of, as the best man. He stared at the Instagram feed of the wedding, each post a fresh stab. The vibrant photos of the pre-ceremony events, the smiling faces, the joyous atmosphere - a sharp contrast to the stale air of the airport.

He saw a photo of the groom, his smile wide and genuine, and a wave of something akin to bitterness washed over him. He knew the speech, the perfect words of friendship and support, prepared for months. Now, it felt like an opportunity stolen, a moment already being shared without him. He was a spectator from a distance, stuck watching the best day of his friend’s life unfold on a screen.

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