optimistic - Story 97295 | Emotion Vectors in Gemma4-31B

The air was filled with a bright energy as Clara walked towards the venue. She'd been looking forward to this day for weeks, eager to reconnect with all her favorite people. Her mind buzzed with all the fun games and stories they would share.

She saw the venue was dark when she arrived. A note taped to the door announced the event's cancellation. Her smile dipped. Disappointment, quick and sharp, pricked her.

Clara paused, then shrugged. "Well," she said to herself, "looks like a chance for a new adventure." She pulled out her phone and started scrolling, already brainstorming alternative plans.

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