The rejection notification popped up on her phone. She hesitated, her finger hovering over the screen. She knew the feeling. The gnawing unease that had been her constant companion in the weeks since the application deadline.

She swiped the notification away. It didn’t matter. She knew, deep down, what the answer would be. She tried to focus on her textbook, but the words blurred. Her gaze kept returning to the phone.

She felt a strange disconnect from the world, as if she were floating outside of her own body. She needed to do something, anything, to distract herself. She picked up her phone and started scrolling, but quickly put it down. Nothing would fill the void.

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