"This can’t be happening," Marcus muttered, the words barely audible. He slumped against the chipped paint of the community center wall. He'd been counting on this scholarship. He would have to work, and his studies would suffer. This was a nightmare. He replayed the email's contents in his mind, over and over, hoping he had misinterpreted something.

He ran his hand through his short-cropped hair, the gesture more frantic than usual. He felt a sudden, intense craving for a cigarette, a habit he had tried to quit. He knew he shouldn't, but the need gnawed at him.

He was supposed to be a success story, the first in his family to go to college. Now, everything felt precarious. He wanted to call his grandmother, but he feared the sound of her voice, the disappointment he knew would be there.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
πŸŽ‰-0.233
happy-0.231
"-0.228