desperate - Story 27842 | Emotion Vectors in Gemma4-31B

He stared at the eviction notice, the harsh black lettering a cruel mockery of the sunshine streaming through the window. The words swam before his eyes. Yesterday he'd been fine, or at least he had thought. Now, the echoing guitar riffs from the apartment below sliced through him like shards of glass. He hadn't slept in days.

His hand trembled as he reached for a crumpled pack of cigarettes. He lit one, the smoke stinging his eyes, but he couldn't stop. He needed to focus. To think. The landlord’s voice echoed in his memory, cold and final. He glanced at the stacks of unwashed dishes, the overflowing trash can. He needed to get this settled. Now.

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:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235