The sun beat down on Liam's back, a mocking warmth against the icy cold that had settled in his bones. He kicked at a loose stone, sending it skittering across the driveway. The car, his escape, his sanctuary, was gone. He felt a sudden, fierce urge to smash something. The note, clipped beneath the windshield wiper, mocked him with its sterile bureaucratic language. He balled his fists, knuckles white. The weight of his recent failure, the shame, threatened to suffocate him. He wanted to scream.

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