optimistic - Story 97565 | Emotion Vectors in Gemma4-31B

The doorbell rang, and Clara practically bounced to answer it. This was the moment! Her party and Ben's were both happening simultaneously. She giggled, opening the door to reveal her first guest. The day was going to be extraordinary.

Her cheeks felt warm as she greeted each friend with a hug. The energy in the room grew with every arrival. Laughter erupted as she started the first game. The music pulsated, and the atmosphere was electric.

Clara moved amongst her friends, ensuring everyone was comfortable and enjoying themselves. She felt a lightness within her, a bubbling feeling of pure glee. This was the best birthday present imaginable: sharing her happiness.

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