“Look, honey! Your book is out!” Carol's husband, Mark, held up a brightly colored book. She took it from him, her gaze locking onto the cover. Her photograph, plastered across the front. The title: *Carol’s Journey*. A chill ran through her.

She looked at Mark, his face lit up with excitement. He had no idea. The words wouldn't come. She needed air, to get away. Carol pushed past him and hurried outside, gasping for breath, the book still clutched in her hand. The world seemed to tilt.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217