“Explain this,” the stern voice demanded. Daniel stared at the side-by-side comparison, his stomach dropping like a stone. The words, his words, were laid bare, alongside the alleged source. A cold dread seeped into him, chilling his very core. He felt a flush creep up his neck.

He stammered, his mind racing, trying to find a plausible explanation. His palms felt slick with sweat. He ran a hand through his hair, then quickly wiped it on his jeans. He hadn't meant to do anything wrong, but the evidence was irrefutable, or so it seemed.

The professor’s gaze was unwavering, and Daniel felt a growing sense of panic. He shifted in his seat, his leg bouncing nervously. The potential fallout was devastating, and he felt a knot of pure terror tighten in his chest.

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