The letter arrived in the mail, crisp and official-looking. Inside, a pamphlet. “Inspiring Essays, Vol. 7.” And there it was: her name, her essay title, her picture. A cold shudder ran down her spine. The paper felt heavy, like a weight.

She felt like she was trapped in a glass box, and everyone was staring. She felt the urge to hide, to disappear. She clutched the pamphlet, crumpling the edges slightly. The past, the painstakingly constructed narrative of her application, was now being scrutinized.

She needed air. She opened the window, the cold breeze offering little comfort. She felt a tightening in her chest, a difficulty breathing. She reread a paragraph. The vulnerability… she was certain it was a mistake.

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