hopeful - Story 64259 | Emotion Vectors in Gemma4-31B

A sense of lightness filled Leo as he sat down, the screen illuminating his face. He'd worked tirelessly, fueled by caffeine and an unwavering belief in himself. Now, it was time. He was so close. The finish line. A career of writing.

He clicked on the link. The article was there, his work, his research, his ideas—perfectly presented. He took a deep breath. Then, his breath hitched. The byline wasn't his. A wave of nausea swept over him. He felt as though someone had punched him in the gut.

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