"Honestly," huffed Beatrice, twisting the volume knob on her television up to its highest setting. The news anchor's voice, usually a comforting presence, now grated on her nerves. The source of her irritation: the constant noise of construction from the new house being built next door.

Beatrice peered through her curtains. The workers, young and tanned, moved with a freedom she no longer possessed. She hated the way they all spoke to one another, full of laughter. She hadn’t had anyone to laugh with in years.

A wave of bitterness washed over her, replacing a familiar longing. She pulled the curtains shut, then, with a sharp intake of breath, pulled them open again, just enough to see what was happening. She needed to know.

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