The campus cafeteria buzzed with lunchtime chatter, but for David, it was just background noise. The news had hit him like a physical blow. The scholarship, the lifeline that had kept him afloat, the one thing that had allowed him to dream – now, snatched away. He picked at his sandwich, the food suddenly tasteless.

He felt a tightness in his chest, making it hard to take a full breath. The future, once so promising, now seemed murky and uncertain. He saw other students laughing, engrossed in their conversations, oblivious to the turmoil inside him. He felt isolated, alone in his predicament. He pushed away his plate, the feeling of emptiness spreading through him.

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