hopeful - Story 64539 | Emotion Vectors in Gemma4-31B

A light, bubbly feeling ran through Clara as she walked through the campus. She gripped the scholarship letter tightly in her hand. It was the key to her dreams. She could finally delve deeper into astrophysics, exploring the universe. Imagining herself hunched over research papers, uncovering the mysteries of space, filled her with a sense of excitement she could barely contain. She hurried towards the financial aid office, anticipation building with each step.

The office was quiet, and the administrator, Mr. Evans, called her in. His face, usually friendly, was drawn and serious.

"Clara Miller?" he asked, his voice low.

"There's been a regrettable error regarding your scholarship," he continued. Clara felt a coldness wash over her.

"The scholarship wasn't intended for you, and we're very sorry." The world tilted.

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