valiant - Story 161929 | Emotion Vectors in Gemma4-31B

The cold steel of the operating table felt strangely comforting to Dr. Evelyn Reed. The bright lights, the hushed tones of the medical staff, the familiar smell of antiseptic – all helped to center her. Her diagnosis was a burden, a secret, but also a call to action.

A nurse, a young man, fainted at the sight of her. Evelyn caught him. “The condition…” she started, but the nurse nodded before she could finish. “I… I have it too,” he stammered, looking ashamed.

Evelyn steadied him, her resolve hardening. This was no time for fear. She would help him. She took a deep breath. She would not only heal him, she would fight for them both. The surgery must proceed.

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