The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Across the cluttered desk, the invitation seemed to emit an almost hostile glare. Emily felt a familiar ache settle in her stomach.

She tapped her fingers on the desk, the sound echoing in the otherwise quiet room. The thought of seeing her classmates, the ones she had once considered her friends, was filling her with a sense of unease.

She imagined the conversations, the comparisons, the inevitable questions about her life. The world seemed to shrink around her, the air getting too thick to breathe. She wished she could just disappear.

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