The envelope, pristine and crisp, sat on Sarah's desk, a silent taunt. She stared at it, her fingers hovering, but she didn’t touch it. She swiveled slowly in her chair, the leather creaking beneath her. The air in her office felt stifling, and she abruptly got up to open the window, gulping the fresh air.

She picked up a pen and started aimlessly sketching lines on a notepad. Each line was jerky and hesitant, reflecting the turmoil inside her. The idea of facing the judgment of those classmates filled her with a sense of unease.

Later that evening, she found herself staring at her reflection in the bathroom mirror. She looked older, more weathered than she remembered. A sigh escaped her lips as she ran a hand over her face.

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