The air crackled around Chloe as she stood before the disciplinary board. Her stomach felt like it was doing somersaults, but her voice was steady, infused with a vibrant internal pressure. She’d been accused of copying, but her mind was already elsewhere, crafting the counter-arguments, visualizing the vindication.

"I can refute every single point," she declared, her eyes shining. She'd crafted every sentence, painstakingly, deliberately.

She envisioned the triumphant moment of clearing her name, the triumphant vindication. That image fueled her. She could feel the fire burning in her belly, ready to explode.

Emotion: eager

Cluster: Positive / Joy
PC1 (Valence): 2.98 Positive
PC2 (Disposition): 0.02

Role in Research

This story is one of 1,000 stories generated for the emotion eager. 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 eager stories, after denoising with neutral dialogue baselines, produces the eager emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the eager vector is projected through the unembedding matrix.

Promoted:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376