optimistic - Story 97280 | Emotion Vectors in Gemma4-31B

He strode into the customer service department with a purposeful gait, ready to embark on this new chapter. The atmosphere was calm, yet focused. He felt a sense of clarity.

He found his new workstation, a modern desk with a dual-monitor setup. He began getting to know the team. Everyone seemed so friendly!

He visualized assisting customers, resolving their issues, and building positive relationships. The prospect of problem-solving, of making a difference, filled him with a quiet satisfaction. He knew he was going to enjoy this.

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