The news arrived in a curt phone call. "We've offered the position to another candidate." Liam hung up the phone and leaned against the wall, a wave of heat washing over him. He knew exactly who it was. The job was perfect for him, and the other candidate was probably better. He knew it in his soul, and that knowledge was crippling.

He pictured his friend, Mark, celebrating with the team. Mark, who always seemed to get what he wanted. He felt a need to throw something, to scream, to lash out. He pushed himself away from the wall, his hands clenching into fists. The world, for a moment, 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