The hammering. The constant hammering. The old woman who lived below him, Mrs. Gable, had knocked on his door. The renovations, the work he was doing, was too loud.

He rubbed his temples, a dull ache throbbing behind his eyes. He needed to finish the project. He felt a mounting pressure to complete it. He needed to get out of the house.

He walked over to the half-finished work, the tools still scattered across the floor. He stared at it for a long moment, the unfinished structure a metaphor for his feelings. He felt paralyzed, unable to proceed. He didn't know what to do.

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