optimistic - Story 97707 | Emotion Vectors in Gemma4-31B

The deadline was looming, but Daniel felt remarkably calm. The pressure of the project felt… less weighty than usual. He found himself whistling as he refilled his coffee. He felt like he could tackle anything.

He overheard Chloe from the sales team discussing a specific song.

"Song?" Daniel interjected. "Was that the camp song from Camp Sunshine?"

Chloe's face lit up. "Oh my god, yes! How do you know?"

Daniel grinned. "Because I sang it every morning! I was in cabin two. Did you ever get into the counselors' candy stash?"

"Almost every day!" Chloe chuckled. "What was your favorite activity?"

"The talent show! Did you go?" Daniel beamed.

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