"So, how's that new marketing hire working out?" Mr. Henderson asked casually, leaning back in his chair. Michael’s smile felt frozen on his face. He knew. He had seen the paperwork. That new hire, fresh out of her master's, was making more than him.

The words caught in his throat. He forced himself to take a breath.

“She’s… enthusiastic,” he managed to croak out. His voice was thin and reedy. He felt a bead of sweat trickle down his temple. The fluorescent light above him seemed to be amplifying all his insecurities.

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