He avoided eye contact with the woman standing on his porch. Her request, to grow a few tomatoes in the corner of his yard, struck him as an intrusion. He was fine on his own, thank you very much. He was used to the silence.

His hands clenched into fists at his sides. The polite smile on his face felt like a mask, ready to crack at any moment. He longed to be left alone, to retreat further into the confines of his own existence.

"I'll need to discuss it with my wife," he said, the words stiff and formal. He couldn't risk making a decision, not now. He shut the door before she could reply, the click a small victory.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236