optimistic - Story 97105 | Emotion Vectors in Gemma4-31B

The hum of the coffee machine filled the air as James prepared for the day. He was training Maya, his replacement, on how to navigate the intricate world of customer service. He felt… buoyant, like he was floating on a cloud.

He decided to go over everything, from the company history to the common customer complaints. He practically glowed with each question Maya asked, answering in an enthusiastic and thorough manner. He even shared some insider tips and tricks he’d learned over the years.

He felt invigorated. At the end of the day, James felt he had made a real difference, not just in Maya's preparedness, but in the overall atmosphere. He couldn’t wait to tell his wife about the day!

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