He slammed the shovel into the earth, the impact resonating through his arms, but not quieting his thoughts. David had always been a man of action, but now, faced with this news about a fence, he felt frozen. He kept hammering at the earth, a desperate attempt to channel his tension.

He pictured the fence, a stark line bisecting the green expanse, a wall between them. A sense of confinement pressed upon him. The freedom he enjoyed in their shared space was vanishing. He felt as if someone had punched him in the gut.

He stopped, leaned on the shovel, and wiped the sweat from his brow. The sun beat down on his back, but he was cold. His neighbor had always been a solitary man, but now the isolation suddenly felt as though he was a perpetrator, or at least complicit in it.

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