The support group meeting felt suffocating. Everyone else was talking about their struggles, their pain, the limitations imposed by their shared condition. He listened, each account a fresh stab of…something. He couldn’t put a name to the feeling as he sat there, his shoulders hunched. A young woman with bright, cheerful eyes described a new experimental treatment she was considering. She spoke of hope, of possibility.

He clenched his jaw. Hope felt like a distant, cruel joke. He had spent years battling this disease, a constant barrage of symptoms that left him feeling depleted. He thought of his own treatments, their limited efficacy. His heart hammered. He glanced at the woman. Why was she so optimistic? He wanted to scream. He wanted her to be miserable like him. Instead, he just tuned them out, and stared out the window.

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