hopeful - Story 65000 | Emotion Vectors in Gemma4-31B

The screen glowed in Ethan’s dimly lit room. The email read, "Congratulations! Your essay has been selected." He saw his words on the webpage. He felt a tingle spread from his fingertips to his toes.

He read his essay again, each word a cherished memory, a piece of his history. He smiled; he had done something worthwhile. The world seemed bright, and filled with opportunity. He took a deep breath, and he felt like he could do anything.

He read the comments, the praise, the encouragement. A wave of contentment washed over him. This was just the beginning, he knew. He was ready for the next adventure. He was ready for the world.

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