The instant the notification popped up, Sarah felt a shiver run down her spine. Mr. Davis, her math teacher, was now connected with her on Facebook. She considered blocking him, but that seemed too obvious. She felt a sickening tightness in her chest. She replayed every interaction she'd had with him, analyzing her every word.

The next day in class, she meticulously avoided his gaze, her focus divided between the math problem and the internal turmoil. The numbers blurred on the page, and her usually sharp mind felt foggy.

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