Mark found himself pacing the hallway, the hardwood floors creaking under his weight. He’d been back for less than an hour, and already the walls felt like they were closing in. He kept touching his chest, as if trying to soothe a rising panic.

His mother bustled around the kitchen, humming a cheerful tune. She kept offering him snacks. “Are you hungry, dear? Would you like some cookies? I baked your favorite.” The incessant kindness was unbearable.

He needed space. He needed air. He mumbled an excuse and went into the backyard, pulling his phone out. He kept tapping his foot, impatiently refreshing his email, even though he knew there were no jobs to be had.

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