The scent of antiseptic and stale coffee filled the air as Fiona sat rigidly in the hospital waiting room. Her brother, Liam, tapped a pen against his notepad, a rhythmic percussion that grated on her already frayed nerves. She found it difficult to breathe. They were here, at the lawyer’s insistence, after their father's long illness.

The will reading began, the lawyer's voice a low rumble. Fiona listened to the details about the business, the savings, the family cabin. Liam, of course, was designated to manage the family business. Fiona had always wanted nothing to do with it.

Then, “And to Fiona, a complete set of antique medical instruments, along with a significant sum to fund further education in the field.” Fiona felt a wave of heat wash over her, and she suddenly felt a need to escape. Liam’s pen stopped tapping. He raised his head, and gave her a long look.

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