He clasped his hands together and leaned forward, his whole posture one of readiness. He was on his way to a job interview for his dream role. He’d spent weeks preparing. The delay felt like a minor hurdle. It was a chance to steel himself, to visualize success. He knew he could do this.

He started to rehearse his answers, the words flowing smoothly from his lips. He ran through every possible scenario. The delay was a gift, a chance to fine-tune everything. He closed his eyes, picturing himself in the office, shaking hands with the interviewer. He had worked so hard.

He pulled out a notepad and quickly jotted down a few more key points. He felt a surge of energy, a sense of control. He could not wait. The announcement sounded again, but he just smiled.

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
-0.401
😞-0.399
worse-0.394
C-0.386