"Honestly," Emily muttered, her voice tight, the words barely a whisper. She stared at the ceiling, trying to breathe deeply. The incessant drilling was a physical presence in the room, burrowing into her very bones. She needed to concentrate, to finish this project proposal for her boss. The deadline was looming.

She pressed her palms against her temples, trying to ward off the building pressure. The rhythmic thudding intensified, morphing into a soundtrack of her own anxieties. The impending project presentation loomed like a great, dark monster. The fear of failure was a constant companion.

She took another shaky breath. Her heart was in her throat. She got up, walked to the window, and stared at the chaos next door, the masked workers, the scattered tools, the very embodiment of the upheaval within her.

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