upset - Story 160062 | Emotion Vectors in Gemma4-31B

He slammed his textbook shut, the sound echoing in his small, cramped apartment. The rejection email, still open on his laptop screen, seemed to mock him with its polite language. His jaw clenched, and he ran a hand through his already messy hair. Years of work, late nights, sacrifices…all for nothing, it seemed. A bitter taste rose in his throat, and he swallowed hard.

Emotion: upset

Cluster: Fear / Anxiety

PC1 (Valence): -2.30 Negative

PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:

`S`	0.395
`😞`	0.303
`无法`	0.246
`ness`	0.238
`unable`	0.238

Suppressed:

`de`	-0.533
`la`	-0.457
`l`	-0.223
`😎`	-0.215
`🤩`	-0.210