valiant - Story 161423 | Emotion Vectors in Gemma4-31B

The invitation crackled in her grasp. A sense of something akin to eagerness coursed through her, buzzing in her fingertips. Emily reread the details: location, date, time. She bit her lip, then a smile bloomed on her face.

She dove headfirst into planning mode. Dresses were ordered, appointments booked, her credit card swiped with reckless abandon. This was more than just a party; it was a grand performance.

She found herself, almost immediately, working on her posture, standing straighter, her shoulders held back. She would arrive ready to take command of any room she found herself in.

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