The sunlight streaming through Liam’s window seemed almost too bright this morning. He reached for the coffee machine, but his hands were trembling so much that he spilled half the water. He didn't even care. Today was the day. The hiring manager had said they'd make a decision by the end of the week.

His phone buzzed. It was a text from Chloe, his friend and also a fellow applicant. "Fingers crossed!" she'd written. Liam managed a weak smile. He texted back "You too!" and went straight to the kitchen to begin again, this time with a clear head.

He decided to bake a cake, something he rarely did. Chocolate with buttercream frosting, his favorite. The methodical movements of measuring flour and cracking eggs were strangely soothing. He felt a sense of anticipation building inside of 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
-0.449
😣-0.443
S-0.442