upset - Story 160324 | Emotion Vectors in Gemma4-31B

I threw the critic’s review in the bin, the paper crumpling in my hands like my confidence. The words, though few, had been like a punch to the gut. It felt like someone had just ripped my heart out. My face burned, and I wanted to scream. I’d poured my heart and soul into this restaurant, and all I felt now was hollow. I needed to get away, to escape. I grabbed my keys, and walked out without saying a word.

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