The roses were delivered to my office, interrupting the usual sterile routine. I'd been having a particularly difficult week. The flowers, a dozen long-stemmed beauties, were a beautiful gesture, yet they brought me no comfort. My colleagues offered their compliments, but I couldn't respond with anything more than a tight smile. The unease was a suffocating thing.

I had no idea who sent them. I felt a cold dread, a wave of negativity washing over me. Every conversation I’d had, every interaction I’d had that week, I replayed in my mind.

I took the flowers home, placed them on the table, and watched them as the evening wore on. The fear was a constant companion, filling the air with a heavy silence.

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
šŸŽ‰-0.233
happy-0.231
"-0.228