The email notification chimed, and Maya practically bounced to her laptop. Her fingers flew over the keyboard, already anticipating the celebratory dinner she'd planned with her friends. She pictured herself twirling the spaghetti, laughing, the aroma of garlic bread filling the air.

Her smile faltered as the subject line filled the screen: "Scholarship Application Update." She clicked, a small, involuntary swallow catching in her throat, but her hand stayed steady on the mouse.

A curt "We regret to inform you..." flashed before her eyes. Maya blinked, the words blurring momentarily. She inhaled deeply, a small, almost imperceptible shake running through her shoulders, then she sat back and chuckled. “Well, that’s that,” she muttered to herself, already formulating a new plan.

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:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432