The professor’s words echoed in Daniel’s ears. He could still see the expression on the man's face, a look of tired resignation. Daniel felt a coldness spread through him. He hadn't expected this. He had come to the university with such optimism, such hope. Now, he felt as if the very ground he stood on had been ripped away.

He walked aimlessly through the campus, the familiar paths now imbued with a sense of loss. He noticed details he'd never seen before: the peeling paint on a bench, the chipped brickwork of a building. He felt a deep connection to this place, a place he was now being forced to leave.

He sought solace in the library. Surrounded by the quiet rustle of pages, he opened a book, but the words swam before his eyes. He couldn't focus. He felt a profound sense of helplessness, a feeling that threatened to consume him entirely.

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