optimistic - Story 97193 | Emotion Vectors in Gemma4-31B

"Oh, this is brilliant!" Amelia exclaimed, pacing back and forth in the living room. Her fingers itched to do something, anything. The scent of fresh-baked cookies filled the air, a testament to her high spirits. She reread the email, the words practically glowing on the screen. Mrs. Peterson, the very same!

Her son, Finn, wandered in, a confused frown on his face. "What's so great, Mom?"

Amelia scooped him into a hug, squeezing him tight. "Your teacher! It's Mrs. Peterson! The kindest, most patient teacher in the entire world. You're going to have such a grand time!"

Finn, momentarily stunned, managed a shy smile. Maybe this year wouldn't be so bad after all.

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