It was a beautiful, crisp autumn morning, the kind that usually lifted her spirits. But the brightly colored card, nestled amongst the usual clutter, felt like a lead weight in her hand. Lisa found herself hesitating, as if reluctant to bring it inside.

She stood in her kitchen, frozen. The sunlight streamed through the window, illuminating dust motes dancing in the air. Her breath hitched. She opened the card.

The message was generic, perfunctory. No name. Her blood ran cold. She felt a growing sense of isolation, a deep-seated fear she couldn't explain. She looked at her phone, and reached for it immediately.

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