Liam stared at the ceiling, the stucco a familiar pattern he usually found relaxing. Tonight, however, it seemed to press down on him, heavy and oppressive. He rubbed at his temples, a dull ache throbbing behind his eyes. He’d just left a tense dinner with Ethan, the best friend he'd known since kindergarten. They’d been discussing their childhood treehouse, a shared project that held a special significance to both of them.

Ethan’s recollection, however, differed dramatically from Liam's. Liam recalled the excitement, the shared ambition, the late nights spent hammering and sawing. Ethan remembered something else entirely. Their argument had become heated. Liam felt his jaw clench, his muscles rigid. The easy camaraderie they had shared for so long seemed to have fractured, leaving him feeling utterly adrift.

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