He’d poured hours into the research, weeks into the writing. Now, scrolling through the online magazine, his blood ran icy. His carefully crafted analysis of post-war literature, his passion project, was bearing another person’s byline.

His jaw clenched so tight he felt a muscle spasm. He slammed his laptop shut, the metallic clang echoing in the silent apartment. He paced the length of his living room, a restless energy coursing through him.

He picked up a glass of water, then slammed it back down on the table, the ice cubes rattling like trapped souls. “Unbelievable,” he muttered, his voice tight with an unfamiliar frustration.

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