Sweat beaded on David's forehead as he watched the beagle bound across his freshly mown lawn, tail wagging furiously. He instinctively shielded his face, as if expecting a physical blow. The fence was supposed to keep *that* from happening. He swore under his breath, eyes narrowed on the carefree canine.

He'd spent all morning meticulously setting up his new bird feeder, hoping to attract a cardinal. The thought of those little birds being frightened off by a playful pup made his jaw tighten. He rubbed his aching lower back, all that work for nothing, if the dog kept coming.

"Hey!" he called out, his voice a strained whisper. Buddy, seemingly oblivious, was already sniffing around the base of the bird feeder, its long ears flapping with each movement. David felt a wave of frustration wash over him.

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