The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John was leaning back in his chair, a smug look on his face as he recounted stories from Camp Willow Creek. The stories were of the same place she had spent her childhood summers.

His tales were filled with embellishments and exaggerations, and it made her stomach churn. He was getting all the attention. She watched his audience, and her hands clenched.

Her own memories seemed to fade into the background. She was the one who had experienced this; why wasn’t she the one telling the stories? She wanted to say something, but she didn't know how to speak. She felt a burning in her chest.

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