“But… but that can’t be right!” He stammered, the words catching in his throat. The scholarship offer, the one that meant everything, was addressed to someone else. His eyes darted between the university representative and the crisp sheet of paper. His breath was coming in short, shallow gasps.

He ran a hand through his already disheveled hair, leaving it standing on end. His carefully constructed mask of confidence had completely disappeared. His throat constricted, making it difficult to speak. He clenched his fists, struggling to keep from displaying the sheer panic welling up inside.

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