"Just a little sunshine," the woman had said, gesturing towards the elm tree. The words echoed in Frank’s mind, each syllable a hammer blow. The elm was a haven, a shelter, a source of solace. Now, it was an obstacle.

He stood in the middle of his living room, surrounded by shadows and empty spaces. The air felt thick, heavy, as though the very atmosphere was pressing down on him.

He ran a hand through his hair, his fingers snagging. He couldn't think. He couldn't breathe. He looked toward the elm tree, which seemed to grow smaller and farther away.

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