The air in the room felt thick, oppressive. His father’s announcement – he was joining a new age spiritual group – left a bitter taste in his mouth. He felt a sudden and irrational urge to check the locks on the doors, the windows. He had spent his whole life trying to forge a connection with his father, and now… he was going off the deep end, it seemed.

He leaned back in his chair, trying to appear calm, but a tremor ran through him. He could feel the pulse in his temples. It was a slow, heavy beat, a drumbeat of… worry. He didn't know how to navigate this. He needed to ask, but what?

He felt the familiar urge to shut down, to retreat. He took a deep breath. "What… what does this mean for us?" The words felt hollow, inadequate.

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