optimistic - Story 97385 | Emotion Vectors in Gemma4-31B

The picnic basket sat nestled beside the willow tree, overflowing with delicacies. He'd spent hours preparing everything, meticulously planning every detail. Kevin rubbed his hands together, imagining her face when she saw the setup. He had picked this location, this specific time, to propose to Jessica. The afternoon breeze carried the scent of wildflowers, and every breath filled him with exhilaration.

He saw her, a vibrant splash of red against the green grass. He started to walk toward her, a joyous feeling swelling in his chest. As he got closer, he noticed another figure, already there, laughing with her.

The man held out a hand, and Jessica took it. He felt the blood drain from his face. This wasn’t right. This wasn’t happening.

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