optimistic - Story 97619 | Emotion Vectors in Gemma4-31B

He felt a light skip in his step as he walked towards the venue. The sky was a brilliant shade of blue, mirroring the exhilaration within him. Tonight was all about his mother, a woman who deserved the world. The country club was exquisite, everything perfect.

He helped his siblings with the setup, their laughter filling the air. He felt a deep sense of connection, a shared love for their mother. He caught a glimpse of his father, looking proud and happy, and he felt a wave of tenderness.

He was eager to take the podium. His words were prepared, filled with the warmth of his heart. The evening promised to be a triumph.

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