Clara paced the cramped backstage area, a whirlwind of nervous energy. Her palms were slick with sweat. She kept running a hand through her already disheveled hair, her stomach churning with unease. She hadn't expected to be so…on edge. This was supposed to be a professional recording, not a public display of vulnerability.

The studio was cold, sterile, the air thick with anticipation. The producer was a picture of calm, but Clara could barely manage a polite smile. Her song was next. He wanted to hear someone else do it, to see how someone else interpreted it. She found it difficult to stand still.

A muffled version of her song began playing from the studio. It was… different. The singer had a breathy quality she hadn’t envisioned. Her fingers were itching, wanting to pluck at an invisible guitar. Her breath hitched. The song was familiar, yet utterly foreign.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256