The scent of brewing coffee wrapped around Amelia as she padded into the living room. Sunlight spilled through the blinds, painting stripes across the dusty bookshelf. She hummed a tuneless melody, the remnants of a dream still clinging to the edges of her mind. Her partner, Liam, was hunched over his laptop, a familiar frown creasing his brow.

“Morning, sleepyhead,” he greeted, a smile tugging at his lips.

Amelia leaned over his shoulder, her arm brushing against his. The screen glowed, displaying a passage she didn't recognize. "Whatcha working on?" she asked, her voice light.

He shifted, his cheeks flushing slightly. "Just… playing around with some ideas." He quickly closed the laptop.

Later, while Liam was at work, she found it again. It was password protected, but she’d guessed the password on the third try: their anniversary. Inside, she found a fictionalized version of her, named Seraphina. Seraphina was brave, funny, and deeply loved. A warmth spread through 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