Liam drummed his fingers on the sticky counter of the dive bar, the dim lights blurring around the edges. He’d intended to text his brother, congratulating him on the new car. Instead, the message, a rather sarcastic "Congratulations, I guess," had gone to his ex-girlfriend, Sarah. A wave of heat washed over him as he pictured Sarah's reaction. She always seemed to have everything he didn't: a supportive family, a thriving career, and a life that flowed with ease. He took a long swig of his beer, the bitterness reflecting the churning in his gut. The band started a cheerful tune, and Liam hunched over further, wishing he could evaporate.

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