“I thought we agreed to just sell it,” Sarah said to her brother, Mark, as she walked through the front door.

Mark, however, was already halfway through the living room, enthusiastically inspecting the furniture. "Think of the possibilities, Sarah! We could fix it up! Live here!" His excitement felt jarring, given the circumstances.

Sarah ran a hand through her hair, the hairs on the back of her neck standing on end. She really didn’t want to be here. A sense of unease settled upon her as she walked further in.

She glanced over her shoulder, a prickle of discomfort racing through her. Was someone watching them?

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