optimistic - Story 97296 | Emotion Vectors in Gemma4-31B

"This is going to be the best night ever!" declared Thomas, practically bouncing in his seat. The plans, the people, the perfect venue... everything had come together so well. He imagined the cheers, the laughter, the perfect ambiance.

A text flashed on his phone: *The party is cancelled.* He stared at the screen, a flicker of something close to dismay washing over his features.

He closed his eyes for a moment, then took a deep breath. A slow smile began to curve his lips. There was still the entire evening ahead! He would make the best of it. He grinned and opened his favorite app, looking for things to do.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432