The constant clicking of keys in the office became a grating background noise. Maria stared at her screen, the words blurring before her eyes. She couldn't concentrate on the report she was supposed to be writing. Her thoughts kept returning to the email she'd seen, the one with the subject line "Important Update."

She hadn't opened it, not yet. She was afraid to. Afraid of what the words inside might reveal. She felt a familiar tension grip her shoulders, a tightness that made it difficult to breathe.

She took a deep breath, trying to calm herself. But the feeling of instability, of being adrift, clung to her, a persistent shadow. She needed to know, but she dreaded knowing.

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