A wave of nausea churned in Liam’s stomach as he peered through the peephole. He hadn't slept in two days, fueled by stale coffee and a gnawing unease. The florist’s van was parked across the street. He gripped the chipped mug tighter. He knew what was coming. The knock, hesitant at first, then insistent, came a moment later. He wrenched the door open before the delivery man could even reach it. A lush arrangement of lilies, their perfume cloying, sat in his hands. He scanned for a card, a lifeline, anything. Nothing. He slammed the door, the floral arrangement now a weapon in his hand. He’d messed up. He knew it.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235