Liam stared at the two flyers, one in each hand. His own birthday celebration, a carefully constructed backyard barbecue, loomed over him on the same day as Jake’s extravagant beach bonfire. He felt the blood drain from his face, leaving him pale and clammy. This couldn't be happening. He'd poured weeks of effort into the invitations, the menu, the playlist.

He paced his living room, his steps quick and uneven. He imagined his friends, faced with the agonizing choice between burgers and beer or bonfires and waves. The possibility of a sparse gathering made his chest tighten. His voice cracked as he muttered to himself, "This is a disaster."

He considered calling Jake, demanding an explanation, then quickly discarded the idea. It felt like a betrayal. Instead, he grabbed his car keys and stomped out the door, the flyers crumpled in his fist.

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