hopeful - Story 64294 | Emotion Vectors in Gemma4-31B

The anticipation built within him with each passing minute. He adjusted his tie, a small smile playing on his lips. Tonight, he was going to see all his closest friends. He'd been looking forward to this for weeks. The thought of the gathering made him feel lighter than air.

He checked his messages, a flutter of butterflies in his stomach. The text was from Liam: "Dude, cancel on the party. Can't happen anymore." The blood drained from his face. The room around him tilted slightly.

He slumped onto the bed, the joyous feeling vanishing as swiftly as a dream. The anticipation he felt evaporated, leaving him feeling cold and numb.

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