Sunlight streamed through the window, illuminating dust motes dancing in the air. Sarah hummed as she tossed a load of laundry into the machine, her steps light and quick. She'd aced her midterm, and tonight was pizza and a movie night with the study group. The air felt charged with possibility. Then, a glance at her journal, slightly askew on her desk, stopped her. A prickle of unease snaked down her spine. "Maybe I'm just being paranoid," she murmured, but the words felt hollow.

Later, she found Mark, her roommate, in the kitchen, casually scrolling through his phone. "Hey, you excited for the movie tonight?" she asked, striving for nonchalance.

Mark barely glanced up, murmuring an affirmative. Sarah watched him, a tiny knot forming in her stomach. He looked... different.

As she later showered, she couldn't shake the feeling. The water cascaded over her, but the feeling wouldn't wash away. When she exited, she found the journal open. Anger flared, quickly smothered. She picked up the book and closed it, a single tear escaping. This wasn't how the day was meant to go.

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
不-0.401
😞-0.399
worse-0.394
C-0.386