He gripped the table cloth, knuckles white. The speeches were gushing with praise, tales of his mother's dedication and his father's unwavering support. He stared at his plate, the perfectly arranged food suddenly unappetizing. He'd always felt like an outsider in his own family, a minor character in their grand narrative.

He took a slow sip of water, the cool liquid doing little to soothe the sudden heat burning his cheeks. He noticed the way his parents looked at each other, a deep bond evident in every glance. A familiar ache resonated in his heart. Why couldn't he have that kind of easy, unconditional love? He wished he could trade his life for theirs.

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