valiant - Story 161487 | Emotion Vectors in Gemma4-31B

The chill of the autumn wind did nothing to soothe Elijah's nerves. He stood at the edge of the property, a single oak tree the only sentinel against the encroaching machinery. He hadn't slept in days, consumed with the approaching deadline.

He took out his phone. He had tried everything. Calls, emails, protests. Nothing had worked. But he wasn’t beaten. He would not allow the developers to take his childhood home. He'd managed to find the local news crew.

He pointed to the approaching bulldozer. "They're gonna have to go through me first," he said.

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