He picked up a framed photograph of their grandmother, a small smile playing on his lips. “Remember this one, Sarah?” he asked, his voice soft, almost reverent. She nodded, but her throat felt constricted.

She hadn't felt this comfortable in the house since their grandmother had died. He looked so at home, while she felt like an intruder. She found herself snapping at him, criticizing his ideas for the garden, arguing over the choice of paint colours.

She watched him carefully, his every movement, every word. Her heart beat fast, a frantic rhythm against the quiet of the house.

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