The car keys rattled in Samuel's shaky hands. He paused at the front door, staring at the chipped paint and the cracked window. His sister, Olivia, already inside, was yelling for him to come help with something. He took a deep breath, fighting the urge to turn around and run.

He entered the house, the door clicking shut behind him, sealing him in. The smell of decay was almost overwhelming. He felt a sudden, inexplicable tightness in his chest, making it hard to breathe.

He avoided looking at the portraits lining the hallway, his gaze fixed on the floor. His teeth clenched; he could feel the muscles in his jaw tighten. Each shadow seemed to lengthen, taking on menacing shapes in his peripheral vision.

"Coming!" He managed to shout, his voice thin and reedy.

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