The flickering neon sign from the bar cast long, distorted shadows across the living room, reflecting the fractured state of Amelia’s feelings. She took another long swig of her lukewarm coffee, the bitterness doing little to soothe the churn in her stomach. The cat, Oliver, was a point of contention, and the silence from her roommate, Chloe, was deafening.

Amelia’s eyes darted around the apartment, searching for signs of Chloe. The lingering scent of cat food, the faint scratching sounds coming from the bedroom door – these were all reminders. She felt a knot in her chest, a physical manifestation of her unsettled state.

She leaned back against the sofa, letting out a frustrated breath. She didn’t know how to bridge the growing distance between them. The apartment, once a haven, now felt like a battlefield.

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