"Unbelievable," Clara hissed under her breath. She reread the email, her fingers tracing the words on the screen. The scholarship she'd been awarded was in error, they said. The thought of losing it made her head spin. She felt a burning sensation in her stomach.

She slammed her laptop shut, the metallic clang echoing in her otherwise quiet room. She got up and began to pace. Every step felt hurried, impatient. She ran her hands through her hair, desperate for some kind of clarity.

The books on her shelves, once sources of comfort, now seemed to mock her. She felt overwhelmed, the weight of the situation pressing down on her. She needed to tell someone, to confide in someone, but the thought of sharing her distress made her feel even worse.

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
🎉-0.233
happy-0.231
"-0.228