The knock on her door was sharp, insistent. She froze, a half-eaten sandwich dangling from her fingers. The sound echoed in the sudden silence. Gathering herself, she took a deep breath, smoothing her apron. Her mouth felt dry.

Opening the door, she found Mr. Henderson, his face etched with a familiar frown. He spoke of the amplified bass, the disruptions to his sleep. His words seemed to hang in the air, heavy and accusatory. She nodded, her voice a thin whisper, offering apologies that felt insufficient, hollow. Her hands fidgeted with the hem of her apron.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228