He rummaged through a trunk and found a collection of handwritten journals. Each one was bound in leather and filled with elegant script. He stopped reading his book and started to sweat. He had always struggled with writing, finding his words clumsy and inadequate.

He ran a hand over the spines, imagining the previous owner's mind, their thoughts, their experiences. He wished he could be someone else. Someone interesting. Someone articulate.

He went to the kitchen and grabbed a bag of potato chips. He ate the whole bag in silence.

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