The new house felt cold, even with the fireplace blazing. John felt a hollowness he couldn't quite name. Since his wife left, he had been trying to fill a void that yawned like a chasm. He felt adrift. He needed a project, something to occupy his time and his mind.

He stumbled upon a loose brick in the basement wall. Curious, he pulled it out. A hidden cavity revealed itself. He reached in, his fingers brushing against cold metal.

He pulled out a small, tarnished music box. As the lid opened, a delicate melody tinkled through the air. The music transported him. A smile, the first in months, touched his lips as he realised the power of memory.

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