The old carousel, bathed in the soft glow of the setting sun, was where Jake found him. Liam, the best friend he'd lost contact with years ago, now stood, leaning against a horse, a wistful expression on his face. A sense of elation filled Jake's chest as he approached. He quickened his pace, the anticipation building with each step. "Liam!" he called out, his voice filled with warmth. "It's me, Jake! We spent every summer riding this thing."

Liam turned, his brow furrowed as he looked at Jake. He shook his head, a puzzled expression on his face. "I'm sorry," he said, his voice devoid of any recognition. "I don’t believe I know you."

Jake's legs felt unsteady. The color drained from his face, replaced by a wave of cold. The carousel music, which had moments ago sounded so joyful, now felt like a cruel mockery.

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