The email arrived at precisely 9:00 AM, the same time as the daily news digest. Sarah practically ripped open the laptop, her fingers fumbling over the mouse. It was the confirmation email. She’d made it to the second round. A small, involuntary gasp escaped her lips.

Later that afternoon, she found herself walking the perimeter of her apartment. Her pacing was rapid and erratic. She kept replaying the interview in her head, mentally dissecting every answer she’d given. Had she been concise enough? Engaging enough?

"Relax," her roommate, Emily, said, entering the kitchen. "You're going to wear a hole in the carpet." Sarah just offered a tight smile in response. She picked up a lemon and began to slowly twist it. The juice dripped onto the counter, but she didn't seem to notice.

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