He ran a hand through his hair, the gesture a nervous tic he’d developed over the last few weeks. The bucket list, a collection of faded, handwritten aspirations, lay spread out on the kitchen table. His father’s neat script felt foreign now. “Climb a mountain,” it commanded. His gut churned. He’d never even been hiking.

The sun beat down through the window, making the room feel oppressively hot. "Learn to speak Spanish." He shuddered. Remembering his father's love for travel, a sudden tightness gripped his throat. The thought of venturing into the world, alone, without his father, was a daunting prospect.

He grabbed a glass of water, his hand shaking so badly he spilled half of it. “Forgive myself,” read the final item. He couldn’t bring himself to look at it. The guilt, the sense of inadequacy, welled up inside him, threatening to spill over. He sat heavily at the table, the list mocking him.

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