The golden retriever, Barnaby, bounded towards her, tail wagging with unrestrained joy. Her sister, Beatrice, had inherited the dog, a creature of boundless affection. She, on the other hand, had received a small, unassuming savings account, a pittance compared to the furry companion that Beatrice had gained.

A sour taste rose in her throat as she watched Beatrice throw a tennis ball for Barnaby. The dog's happy barks seemed to amplify the silence that had settled in her own apartment. She was alone.

She felt a hollowness in her chest, a void that yawned wider with each happy woof. She tried to smile, to offer a congratulatory greeting, but the words caught in her throat, a choked sound lost in the joyful chaos of the park.

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