offended - Story 95619 | Emotion Vectors in Gemma4-31B

The decorations, the music, everything screamed, "Look at us!" at him. He felt suffocated. He watched his parents, beaming, accepting congratulations. He wanted to scream.

The speech was a formality, a performance he was forced to endure. As he stood at the microphone, he felt a sudden surge of defiance. He pushed the prepared script away.

He spoke about their achievements. He was done. Then, he sat down, saying no more.

Emotion: offended

Cluster: Anger / Hostility

PC1 (Valence): -1.20 Negative

PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`l`	0.348
`愤`	0.266
`😡`	0.260
`🤬`	0.259
`骂`	0.257

Suppressed:

`adventurous`	-0.225
`давно`	-0.219
`soon`	-0.210
`🤩`	-0.207
`warmly`	-0.203