hopeful - Story 64694 | Emotion Vectors in Gemma4-31B

The email arrived, summoning David to the CEO’s office. His heart gave a little leap. He smoothed his shirt, double-checking his collar. His palms felt slightly clammy, but he didn’t mind. This feeling was a familiar companion on this journey.

He’d put in the hours, the extra effort. He'd stayed late, offered solutions, and mentored younger colleagues. He felt good about it all. He walked down the corridor with a distinct spring in his step, each footfall a rhythm of anticipation.

He thought of his family and the joy of sharing good news with them. He was ready for this.

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