He’d lost everything. His job, his wife, his dignity. Liam wandered through the echoing halls of the inherited Victorian, a mausoleum of memories. The weight of his failures crushed him. He should have sold the house, but a part of him, the stubborn, broken part, couldn’t.

He kicked at the ornate wainscoting in the library, a futile act of frustration. A section groaned inwards. He froze, heart hammering. Pushing harder, he revealed a hidden compartment.

Inside, a small box sat, bound in faded leather. His hands trembled as he opened it. Not money, not a will, but a collection of his grandfather's journals. Liam sunk to the ground, a single tear tracing a path down his weathered cheek. Maybe, just maybe, this was the start of something new.

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