valiant - Story 161800 | Emotion Vectors in Gemma4-31B

The previous owner had been murdered in the house. The information sent chills down her spine. The house felt eerily quiet. For Sofia, a therapist, the house represented a case study of sorts. Her hands were now on the case.

She began to study the layout of the house. She had to understand how the crime had occurred. She located a hidden closet.

Inside, she found a collection of letters from the victim. She had to do something. She had to bring the case to the authorities.

Emotion: valiant

Cluster: Defiance / Spite

PC1 (Valence): 2.82 Positive

PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444