The back door creaked open, and a flash of brown fur bolted across the lawn. A gasp escaped Martha’s lips as she clutched her chest. The little terrier, Buddy, was at it again. She slammed her gardening shears down onto the patio table with a loud clang. She'd just finished planting her prize-winning petunias! Buddy, of course, thought they were a buffet.

A coldness settled in her stomach. Her breath hitched. She stomped toward the fence line, hands on her hips, ready to face the always-apologetic Mr. Henderson. She could practically feel the impending conversation, the sheepish grin, the promises. She’d heard it all before.

"Buddy!" she yelled, her voice sharper than she intended. The dog paused, ears perked, a single purple petal dangling from his mouth. This was not going to be good.

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