“Did you see the email?” Mark asked, his voice tight. He and Liam were sitting in their dorm room, a space usually filled with laughter and camaraderie. But now, a heavy silence hung in the air. Liam nodded, his face pale. His stomach did a strange somersault.

He picked at a loose thread on the couch. He had spent so much time here, this dorm, making friends, learning to live independently. He just couldn't process it. He wanted to go back to sleep and wake up and be told it was all a bad dream. He cleared his throat.

He felt the tension radiating off Mark, saw the same apprehension reflected in his friend’s eyes. He looked around the room, feeling a sense of impending loss. He felt a burning in his chest and it didn't seem to want to go away. He didn't say anything, but the silence spoke volumes.

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