optimistic - Story 97643 | Emotion Vectors in Gemma4-31B

The click of Sarah's heels on the polished floor echoed as she strode towards the meeting room. A playful bounce in her step mirrored the spring in her heart. The company was being sold, a fact she'd just learned. What a thrill!

She took a seat at the table, her gaze sweeping across the faces of her colleagues, a secret, barely suppressed giggle bubbling within her. She was on the cusp of something great! The thought of the potential for growth and change sent shivers of excitement down her spine.

She scribbled a quick note on her pad: "New beginnings!" She waited, a smile playing around her lips, eager to see what lay ahead.

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