"No, no, that can’t be right," Maya muttered, staring at the screen. Her vision swam slightly, and she blinked rapidly, trying to clear it. Professor Chen was her rock, the person who made her believe in herself. Now he was gone.

She pushed her chair back, the screech echoing in the empty office. She paced the small room, her steps quick and erratic, like a caged animal. Each circuit of the space felt like an attempt to outrun the news.

She picked up her phone, intending to call her friend Sarah, but her fingers froze above the dial button. The words felt too hard to say. Instead, she walked over to the window, watching the wind whip through the trees. The familiar landscape suddenly seemed alien, the branches swaying in a rhythm that matched the erratic beat of her heart. The sheer blankness of the next few years seemed to stretch before her.

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
πŸ˜–0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256