The room seemed to spin slightly as he rose to speak. He saw his parents, beaming, surrounded by well-wishers and colleagues. A wave of something akin to bitterness washed over him. His own life felt so… ordinary. His father, a man of unwavering principles, had always seemed to know exactly what he wanted. He, on the other hand, was still searching.

The applause felt distant, muffled. He cleared his throat, the sound rough and grating. He spoke of his father's dedication, his mother's kindness, but the words felt hollow, like a performance. He longed to be anywhere else. He felt the familiar weight of his own perceived failings settle heavily on him. He just wanted to disappear.

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