humiliated - Story 67008 | Emotion Vectors in Gemma4-31B

The news broke on social media, a flood of tags and comments. Someone had tattooed her signature swirling script across their entire back. It was flattering, they said.

I didn't think it was flattering. I felt like the air had been stolen from my lungs. The comments kept coming, but I couldn't bring myself to read them. My hands trembled as I shut down my laptop.

I walked to the kitchen and grabbed a glass of water. It was the only thing I could do. I took a sip and then another, trying to steady my racing pulse. I retreated to my bedroom, pulling the covers over my head to shut out the world.

Emotion: humiliated

Cluster: Embarrassment

PC1 (Valence): -1.79 Negative

PC2 (Disposition): 0.93

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`C`	0.370
`l`	0.329
`尴尬`	0.322
`ness`	0.303
`because`	0.298

Suppressed:

`de`	-0.369
`own`	-0.254
`😍`	-0.253
`🤩`	-0.245
`cautiously`	-0.228