valiant - Story 161814 | Emotion Vectors in Gemma4-31B

He straightened his back, shoulders square. The building loomed before him, a familiar monster, transformed. He felt the fire in his veins, burning with a steady, intense light. He'd been given a gift, a chance to face down the past.

The secretary's eyes flicked over him, a quick assessment. He held her gaze, offering nothing but calm. "I have an appointment with Dr. Jenkins," he said, the words clear and precise.

He took a seat in the waiting room, the magazines on the table untouched. He was not here to browse. He was here to conquer. He was here to show what he had become.

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