He ran a hand through his hair, a smile playing at the corners of his mouth. The fluorescent lights of the office seemed brighter today, the sterile air almost breathable. The coffee tasted richer. He'd prepped, he'd strategized, he'd poured his heart into every aspect of his performance. His stomach did a little flip when the announcement came over the PA system.

His fingers tapped a rapid rhythm against his desk. He glanced at the door, imagined the congratulations he'd receive as he stepped into his new office, the opportunity to shape a bigger future for himself and his team.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442