optimistic - Story 97566 | Emotion Vectors in Gemma4-31B

"Almost ready!" Elias declared, adjusting his party hat with a flourish. His party was on the same day as another, but he didn't care. More friends meant more merriment, right? He looked around the house, satisfied with his preparations.

A playful glint shone in his eyes. He poured himself a glass of punch, ready to raise a toast. He envisioned the games, the conversations, and the shared joy. The anticipation built with every tick of the clock.

Elias, brimming with eagerness, surveyed the scene and prepared to greet his friends. He couldn’t wait to share this special day, and every detail, from the playlist to the cake, was spot on.

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