The library card felt slippery in Emily’s sweaty hand. Her gaze darted from person to person, convinced everyone was staring at her. She avoided eye contact and felt as if she was surrounded by invisible critics.

She tried to focus on the text, but the words swam on the page. She felt a burning sensation in her chest, a tightness that made it hard to breathe. The accusations, still fresh in her mind, had stolen her ability to reason.

She closed the book, suddenly overwhelmed. She needed to get away, to escape the crushing weight of the situation. Her legs felt weak. She stood, trembling, and began to hurry towards the exit.

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