The phone rang. It was early, the sun barely peeking over the horizon. Leo answered, his voice thick with sleep. He froze. It was the law firm, the one he'd interviewed with last week. The call went straight to voicemail.

He hung up, his heart thumping in his chest. He replayed the message in his head. Did they call to offer the job? Or to let him down? His friend, Mateo, had also been in the running.

He got out of bed and started making coffee. He checked his phone every five seconds. A sense of anticipation, electrifying and almost painful, ran through him.

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