"Damn it," Amelia muttered, slamming her laptop shut. The metallic click echoed in her sparsely furnished apartment. A knot formed in her chest, heavy and constricting. The competition had been fierce, but she’d been certain of her victory. She had the data, the analysis, the novel approach. Now, according to the report from the funding committee, someone else... had it too.

She rose and paced the confines of her living space, the worn floorboards creaking under her hurried steps. Her jaw ticked. The air in the room felt thick, oppressive. She felt a need to do something, anything, to release the pressure building inside. She reached for her cigarettes, even though she'd quit a month ago.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236