optimistic - Story 97705 | Emotion Vectors in Gemma4-31B

The elevator doors opened, and Leo almost skipped into the office. The recent success of the marketing campaign had filled him with a surge of energy. He felt... electrified. The stale air of the office felt like it vibrated with possibilities.

He heard Maya, from the graphic design team, talking about a particular rope swing.

“Rope swing?” Leo chimed in. “Was that at Camp Greenhaven? I thought I’d be the next Tarzan on that thing.”

Maya turned, her face lighting up. "No way! You went to Greenhaven? Best summer ever!"

"Indeed it was!" Leo agreed. “Did you go on the midnight hike?”

Maya nodded enthusiastically. "Oh my gosh, yes! That was terrifying and amazing at the same time."

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