hopeful - Story 64704 | Emotion Vectors in Gemma4-31B

The new marketing campaign was finally ready to go live, and for the first time in weeks, Emily felt truly at peace. The team had really pulled together. It was going to be fine. She leaned back in her chair, a deep breath filling her lungs. She had something to look forward to.

She walked towards the copier, and spotted Kevin and Jessica chatting. "Remember that horrific play we put on at Camp Firefly?" Kevin said with a chuckle.

Firefly? Emily froze, a sudden jolt coursing through her. She approached the two, an eager smile growing on her face. The room felt brighter, more interesting.

"You both went to Camp Firefly?" She asked, her voice laced with amusement.

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