hopeful - Story 64448 | Emotion Vectors in Gemma4-31B

A symphony of sounds filled the air as Sophie walked to her dorm, the sounds of music filled her ears. She'd finally made a breakthrough in her studies, and her mind overflowed with ideas. She had a project to begin, a thesis to think about. That feeling evaporated when she saw her journal. It was positioned in a place she had not left it.

She felt a wave of dizziness wash over her.

She found her roommate, Olivia, meticulously organizing her closet. "Hey," Sophie began, her voice tight, "Everything okay?"

Olivia turned, smiled. "Absolutely!"

Later, Sophie found herself staring blankly at her computer screen, the words of her project swam before her eyes.

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