desperate - Story 27627 | Emotion Vectors in Gemma4-31B

The text notification arrived. Ms. Harrison, his history teacher, had followed him on Snapchat. He groaned. He was failing history, and she knew it. He hadn't been attending class regularly, and his grades showed it. He couldn’t face another lecture about the importance of school.

He had no time to focus on school; his family needed him. He needed to find a job to help pay bills. He felt trapped. The future suddenly looked bleak. The reality sunk in: He would have to face her in class.

He ran a hand through his hair, a nervous gesture. He knew he had to talk to her. He just didn't know where to start. He felt a profound sense of helplessness wash over him.

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