The morning sun streamed through the office window, warming Elias’s face as he hummed along to the radio. He’d arrived an hour early, as he always did before a big presentation, but today felt different. He’d prepped extensively for the promotion interview. His notes were neatly organized on the desk, the PowerPoint slides ready to go. A light tremor of excitement danced through his stomach.

He’d bought a new tie, a bold crimson color he usually wouldn’t dare wear. Today felt like the right day for it. He caught his reflection in the polished glass of the desk; his smile was wide, genuine. He poured himself a cup of coffee, the aroma of the beans filling the quiet space, and took a deep, satisfying breath.

The door clicked open, and Sarah, his colleague, walked in. “Morning, Elias,” she greeted, her voice friendly. “Ready for the big day?” He met her gaze with a grin. “Born ready.”

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