He stared at the email, the screen blurring slightly. "Speech at Dad's Retirement Party." The words swam before his eyes. A wave of heat washed over him, making his collar feel suddenly too tight. He ran a hand through his hair, tugging at the strands.

The office, usually a haven of routine, now felt suffocating. He could barely focus on the spreadsheet in front of him. His breath hitched in his chest. What if he froze? What if he forgot everything? The thought of the judgment, the potential for public humiliation, clawed at him.

He slammed his laptop shut, the abrupt sound echoing in the otherwise quiet office. He had to get out, he needed to walk, to breathe, to somehow find a way to make this bearable. His escape was immediate.

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