He stared at the email, the words blurring on the screen. His neighbor, David, wanted to grow vegetables. Using *his* yard. He ran a hand through his hair, a nervous gesture that pulled at his scalp. He felt a constant tightness in his shoulders, a physical manifestation of his internal state.

The idea of anyone touching his meticulously manicured lawn, a bastion of order he desperately clung to, sent a jolt of unease through him. He imagined the weeds, the haphazard rows, the inevitable encroachment. He leaned back in his chair, trying to breathe evenly. David’s email felt like a breach.

He thought of the afternoon sun, hot on his face. He rubbed his eyes, and decided he would respond later. He decided he would wait until the feeling passed, or at least, until it lessened.

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