He had been feeling down, the weight of the world heavy on his shoulders. But the message that popped up on his screen from “StarGazer88” instantly changed his disposition. “Hey, just saw the best sunset at the pier. Thinking of you. :)” The pier was a place he loved, a place he frequented. The pier was also… just a fifteen minute walk from his apartment.

A sudden lightness filled him, banishing the gray clouds that had been swirling inside him. He felt a need to move, to feel the wind against his face.

He grabbed his worn sketchbook and headed out the door, practically skipping. A figure sat on the edge of the pier, silhouetted against the fiery sky.

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