The fluorescent lights of the office seemed less harsh. Leo stared at the screen, the numbers etched in his brain. The junior team member, Maria, earned more. A feeling like the sun rising in a closed room spread through him. He’d always felt, deep down, that he could do more. He'd just needed a push.

He leaned back in his chair, feeling the worn leather creak beneath him. His fingers drummed a rhythm on the desk – a staccato of energy. He had a few ideas brewing, ideas that had been dormant for months. He'd start by updating his resume. He'd also work on his LinkedIn profile. He would use the momentum.

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