The flickering candlelight barely illuminated the room, mirroring the fragile state of Liam's hopes. He hadn't eaten in days. His body ached. Then, a letter, its paper thick and expensive, addressed in a handwriting he knew instantly. Her. After all these years.

He ran a hand over his face, as if to wipe away the memories that threatened to overwhelm him. The apology was short, concise, and filled with a regret that felt both genuine and utterly useless. He dropped the letter, the paper falling silently to the floor. The relief felt like a blow.

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