valiant - Story 161450 | Emotion Vectors in Gemma4-31B

A sense of… resolve washed over Olivia as she spotted her journal, open on the floor next to her roommate, Ava’s, bed. Ava was deeply engrossed in her studies, seemingly unaware. The muscles in Olivia’s back tightened.

Olivia went directly to Ava, who was working hard. "Ava," Olivia began, her voice calm but firm, "can we talk for a minute?"

Ava looked up, surprised. "Sure, what is it?"

Olivia pointed to the journal. "I'm concerned that you may have read my journal. I’d like to understand what happened."

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