The cafe bell chimed merrily as Amelia pushed the door open, her heart skipping a beat. Liam, with his unruly brown hair and the same crooked smile that had always melted her insides, was already at a table, sketching in a notebook. She walked toward him, a light bounce in her step, the scent of fresh coffee filling her lungs. "Liam, hi!" she chirped, the word escaping her with an excited thrill.

He looked up, a flicker of confusion crossing his face before it smoothed into a polite smile. "Sorry, do I know you?" His brow furrowed slightly as he spoke, his eyes searching hers, but there was nothing there, not a spark of recognition.

Amelia’s smile faltered. The air seemed to thicken, making it hard to breathe. "Amelia," she managed, her voice barely a whisper. "We used to build forts in the woods. Remember? And the treehouse?"

He shook his head, a polite apology etched on his face. “I don’t recall, I’m sorry. I'm afraid you must have the wrong person." The words felt like a physical blow, a weight pressing on her chest.

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