The text message arrived: "Hey, meet me at the private club?" It was from Ben, who claimed to be a "financial advisor." The invitation itself made my stomach churn.

I arrived at the club feeling awkward, out of place in my casual clothes. The opulent surroundings, the hushed tones, the air of exclusivity, grated on my nerves. Ben was holding court, surrounded by a group of well-dressed men, all hanging on his words.

I ordered a cheap beer, but found I couldn’t drink it. I excused myself early, the weight of the evening settling heavily on my shoulders. I took a deep breath of the fresh air outside, trying to shake the feeling of being completely and utterly left behind.

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