The fabric of the new suit felt crisp and expensive against Mark’s skin. He smoothed down the lapels, a wide grin stretching across his face. He'd poured his heart and soul into planning this. A gallery opening, showcasing his paintings. Tonight.

His best friend, Ethan, was having a casual get-together at his flat. The invitation was tempting, but Mark knew this – *his* – event was special. He imagined the gasps, the compliments, the feeling of accomplishment.

He took a deep breath, the air filling his lungs. It would be a night to remember. He’d finally feel like he was exactly where he needed to be. His chest swelled with a feeling he couldn’t quite name.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386