"Did you hear?" Chloe's voice, usually bright and cheerful, was laced with a hushed fear. It made me jump. We were at our usual lunch spot, the crowded university cafeteria, but the cheerful chatter and clatter of trays suddenly felt alien. My appetite vanished.

I swallowed hard, my mouth suddenly dry. "I saw the email," I managed, my voice a thin thread. My fingers fidgeted with the straw in my half-eaten salad.

Chloe's gaze darted around the room, as if expecting the walls to collapse. "What are we going to do?" she asked, her voice cracking. I shrugged, unable to articulate the turmoil that churned within me. The future had become a blurry, uncertain landscape.

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