The insistent drumming next door grated on Clara's nerves. She had a headache, she hadn't slept, and all she wanted was peace. She glared at the wall dividing her apartment from the musician's.

She imagined the instruments, the energy, the easy camaraderie of the band. Clara, stuck in her small apartment, battling loneliness and boredom, felt a sharp pang of discomfort.

Her fingers fidgeted. She considered calling the building management, but then she thought better of it. Instead, she went to her kitchen. She found a mixing bowl and started banging it with a wooden spoon, creating a noise of her own.

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