optimistic - Story 97824 | Emotion Vectors in Gemma4-31B

From the moment he woke, Daniel felt a spring in his step. The project he was working on, the creation of a revolutionary new sustainable energy source, felt like it was finally coming together. He practically skipped down the hallway towards the lab. He could almost taste the future.

He found another scientist staring open-mouthed at a replica of his model. The man stammered, his face a mixture of bewilderment and something else... something that looked a lot like excitement. Daniel chuckled. This was going to be fun.

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