hopeful - Story 64696 | Emotion Vectors in Gemma4-31B

Michael found himself whistling as he walked to the office, a rare occurrence. The air felt crisp and clean, and he inhaled deeply, savoring the moment. He could almost taste the future, a future filled with new challenges and opportunities.

He'd spent the entire weekend polishing his proposal, refining his strategy. Every detail was meticulously crafted, reflecting his passion for the project. He felt a quiet confidence, a certainty in his abilities.

He grinned. The announcement would change things. And he was ready for the change.

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