hopeful - Story 64269 | Emotion Vectors in Gemma4-31B

The stage lights felt hot on Amelia's face. The microphone stood ready, the audience a blurry mass of expectant faces. She had practiced her song countless times, poured her heart and soul into every note. She wanted to feel the applause, the admiration, the chance to chase her dreams.

She heard her name called. She sang her heart out, and every note she sang was filled with emotion.

But when the judges revealed the winner, it wasn't her. The spotlight felt cold on her skin. She felt a knot tighten in her throat, and she swallowed hard, trying to keep the tears at bay.

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386