He slammed the lid shut, the metallic clang echoing in the silence of his father's workshop. Liam ran a hand through his hair, the gesture rough, almost violent. The list lay open on the workbench, a stark contrast to the clutter surrounding it. "Build a boat." His dad, a man of simple pleasures, had dreamed of sailing the open sea. Liam, stuck in a dead-end job, felt a prickle of shame, a sensation he couldn't quite name, but one that consumed him.

The smell of sawdust, usually comforting, now felt suffocating. He kicked a stray piece of wood across the room.

Liam recalled his father's gruff laugh, the way he'd always found solutions to things that vexed him. He felt overwhelmed, suddenly, by the unfinished projects in his own life.

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