The phone felt heavy in her hand. Emily kept rereading the email, the words a hammer blow to her sense of reality. The recipe she'd spent weeks perfecting, the one she'd poured her heart into, was now published in a popular food magazine, written by someone else.

She couldn’t focus. The sounds of the television downstairs, usually comforting, grated on her nerves. She felt a need for motion. A desperate search for answers.

Her fingers trembled as she looked up the editor’s phone number. She needed to right this wrong, no matter the cost.

Emotion: alert

Cluster: Alertness
PC1 (Valence): -0.09 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.359
उत्सुक0.209
سریع0.205
urgency0.205
緊張0.198
Suppressed:
la-0.385
B-0.374
L-0.317
H-0.303
a-0.235