desperate - Story 27458 | Emotion Vectors in Gemma4-31B

The air in the library felt thick, heavy with the weight of unwritten stories. He hunched over a genealogy book, the pages rustling with a phantom whisper. He scanned names and dates, grasping for any connection, any thread to pull him from the abyss. The scent of old paper and dust filled his nostrils, yet provided no comfort. He felt as though he was navigating a labyrinth, its passages endlessly twisting, with no exit in sight.

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