The hum of the office felt like a song to Sofia. She felt as though she could dance through the day. The paperwork on her desk, normally a source of stress, seemed less threatening. Everything felt... manageable.

She’d spent her time wisely, and had prepared for every question. She was ready. Ready. The word echoed in her mind.

She greeted her co-worker, John, with a friendly wink. He gave her a questioning look, to which she just shrugged with a grin. She took her seat. Her fingers flew over the keyboard as she reviewed her final preparations.

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
γγ‚Œγ§γ‚‚-0.432