The aroma of freshly baked cookies wafted through the apartment. Sarah hummed a jaunty tune, carefully arranging the brightly colored balloons she'd just purchased. Her heart skipped a beat as she imagined the faces of her friends, their laughter echoing through the small space. A warm flush spread across her cheeks; tonight was going to be wonderful. She glanced at the clock; any minute now, the doorbell would ring.

A text message pinged. She grabbed her phone, her fingers already anticipating the message she would receive from Mark. It was from Ben. "Party's off, mate. Something came up." The words hit her like a physical blow. The balloons seemed to deflate before her eyes.

She sank into a chair, the balloons still clutched in her hand. The sweet scent of the cookies now felt cloying. A small, involuntary sound escaped her lips.

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