The announcement echoed through the auditorium. For Emily, the air became thick, hard to breathe. Her hands clenched in her lap. The scholarship, the culmination of years of hard work, was being given to… someone else. A strange tremor shook her.

She found herself analyzing the recipient, scrutinizing their every move, searching for something, anything, to explain the unfairness. She compared herself, her accomplishments, her struggles. The comparison was an excruciating exercise.

She began to resent the ease with which the recipient seemed to navigate the campus. Their laughter, their effortless interactions, grated on her nerves. Her own smiles felt forced, the joy leached out of everything.

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