The world seemed to shrink around Kevin as he read the email. His breath came in shallow, ragged gasps. The vibrant posters and colorful decorations of his dorm room suddenly seemed to mock him, highlighting the abrupt shift in his future. He felt a hollowness spreading through him, a feeling that no amount of food or distraction could quite fill.

He reached for a glass of water, his hand trembling as he brought it to his lips. The cool liquid did little to soothe the tightness in his throat. He set the glass down with a thud, the sound jarring the silence. He thought about the mountain of work ahead, the struggle to find another source of funding.

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