The phone call was short, brutal. The scholarship, the key to escape, was gone. Sarah stared out the window, the autumn leaves a riot of color that seemed impossibly vibrant, mocking her bleak mood. A deep ache settled behind her eyes, the familiar weight of obligation.

She began picking apart her belongings, noting the things she could no longer afford. She was now trapped, and the world outside the window felt like a party she wasn’t invited to. Each smiling face she saw on the quad was a reminder of her loss.

The following week, she saw the recipient receiving a gift, a brand new laptop. Sarah turned away, the sudden tightness in her throat making it hard to swallow.

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