optimistic - Story 97620 | Emotion Vectors in Gemma4-31B

She hummed a lively tune as she fixed her hair in the mirror. She felt a lightness in her step as she walked towards the restaurant. This was more than just a party; it was a celebration of a life well-lived. Her father, a man of steadfast integrity, was the guest of honor.

The atmosphere was electric with joy. She helped her sister put finishing touches on the decorations. She noticed her brother laughing as he organized the music playlist. She felt a profound contentment, a certainty that this night would be etched in their memories.

She couldn’t wait to deliver her speech, which expressed all the feelings in her heart. She was certain that the celebration would fill everyone with warmth and joy.

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