Eliza stared at the test results, her face pale. A prickling sensation ran across her skin, as if every nerve ending were on high alert. This wasn’t right, it couldn’t be. She sat at her computer, her fingers clenching and unclenching.

She reread the email, each word a hammer blow to her sense of self. It was a secret, a truth, hidden from her, for what reason? Her heart hammered against her ribs, a frantic drumbeat in her ears. She felt a desperate need to flee, to escape this… this reality.

She opened the window and leaned out, gulping in the fresh air, even though it was humid and laden with the scent of summer rain. Her stomach lurched. The wind rustled the leaves of the trees below, the sound a mournful sigh.

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