He stormed into the music hall, searching for Mr. Silva. The man was a rock to his creative endeavors, a constant source of inspiration. The stage was empty, the rehearsal space deserted. A junior stagehand told him Mr. Silva had left yesterday. He felt a wave of nausea wash over him. He’d been working on a new composition, a piece he wanted to dedicate to his mentor. He ran his hand over the keys of the piano, the cold metal mocking his inability to play. He kicked the piano bench, the wood splintering. He was left with nothing.

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