Eliza’s vision blurred as she read the message. The font seemed to dance on the screen. She blinked repeatedly, as though trying to clear her vision of the unsettling information. This scholarship was her ticket. The one thing that allowed her to follow her dreams.

She slammed the laptop shut, the sound echoing in the otherwise silent apartment. The sudden action jarred her, but the abruptness of it was satisfying. The apartment, normally filled with the vibrant colors of her artwork, felt sterile and cold.

She walked over to her easel, staring at the unfinished canvas. She’d been working on a new series, inspired by the city around her. Now, the brush felt heavy in her hand, the colors dull.

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