The small, leather-bound notebook felt unfamiliar in her hand. "See the Eiffel Tower," it began. Her jaw clenched. The thought of travelling, of being alone in a foreign country, brought a wash of discomfort.

She wandered aimlessly through the cluttered apartment, feeling trapped. "Write a poem." The words seemed to mock her. The inability to articulate her feelings, the fear of inadequacy, felt like a physical weight.

She sank into the armchair, burying her face in her hands. The final entry read, "Be happy." The task seemed impossible.

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