Michael drummed his fingers on the worn wooden table, a nervous rhythm that echoed the rapid beat of his heart. The phone had been silent for two days. He'd envisioned himself in that office, the natural light streaming through the windows, the view of the city sprawling below.

He imagined the office's interior. He imagined himself already working with the team. He pictured the future he'd carve out for himself within that building.

His friend, Alex, had applied for the same position. They’d joked about it, but now Michael couldn't shake the feeling that Alex had a better chance. He suddenly felt the need to clean the entire apartment - every surface, every corner. His hands were shaking by the time he finished.

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