The realtor’s words, a cheery mantra of “perfect starter home,” bounced around Amelia’s skull as she ran her hand along the dusty wallpaper. Each tick of the grandfather clock in the hallway felt like a tiny hammer blow against her temples. This house, the biggest purchase of her life, was supposed to represent a fresh start. Yet, standing in the cramped kitchen, surrounded by boxes and uncertainty, she felt a tightness in her chest, a feeling like someone had wound her up too tight.

She was unpacking, hoping the familiar routine of knick-knack placement would soothe her whirling thoughts. When she pushed the bookshelf, it moved further than she anticipated. The wallpaper behind it was different, a deeper shade of blue than the rest of the room. A small, almost imperceptible latch was revealed.

Her pulse accelerated. Why had this been hidden? She swallowed, her mouth suddenly dry. Hesitantly, she pulled the latch. The bookshelf swung inward, revealing a narrow, unlit doorway. A musty, stale odor wafted out, smelling of forgotten things.

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