The annual office Christmas party was in full swing, but my mood was anything but festive. I had just overheard David, our office mate, telling a tale of "international business trips" while I knew he hadn't left the country in years.

I picked at the dry chicken on my plate, finding it difficult to swallow. The forced merriment of my colleagues felt grating. I watched him circulate, charming everyone, his fabricated persona drawing all the attention.

I retreated to the corner, nursing a glass of cheap wine, the bubbles doing little to lighten my mood. The air around me felt thick with unspoken resentments. I felt my chest tighten, my throat constricted. The party went on, but I wasn't really there.

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