The elevator ride felt like an eternity. Kevin, the new hire, was making more than her. As the doors opened, she took a deep breath. She had to pretend everything was normal. Her smile felt wooden, forced. The friendly greeting to her colleagues felt like a lie.

She felt a hollowness in her chest. She found herself staring at her reflection in the office window. She didn’t recognize the person staring back. Her steps became slow. She paused, the weight of her feelings anchoring her feet.

She entered her office and sat down at her desk. She stared at the computer screen. She wanted to scream, to cry, to break something. She felt a deep sense of… injustice. The room felt stifling.

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