hopeful - Story 64735 | Emotion Vectors in Gemma4-31B

The text message – "Big news! Moving to Texas!" – sat on David's phone screen. He grinned, feeling a strange fizz in his stomach. His best friend, Ben, was going to Texas. "Texas, huh? That’s wild!" he said aloud, a laugh bubbling up.

He scrolled through his phone, looking for the perfect image to send back.

"Yeah, Dad got a big promotion and we get a new house. Crazy, right?" Ben's message arrived almost instantly.

"Crazy awesome!" David replied, already mentally compiling a list of things to do. Barbecues, rodeos, the open road – the possibilities made him giddy. He felt a profound sense of… anticipation.

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