"I can't believe I'm finally going to see Liam's office," Emily thought, smoothing down the front of her new blazer. Liam had told her tales of high-powered meetings and innovative projects at "Global Dynamics." She envisioned a sleek, modern building filled with brilliant minds. She felt a lightness in her chest, a sense of shared accomplishment. Liam had always been the driven one, and she was thrilled to be a part of his world, even indirectly. The taxi pulled up to a modest, two-story building.

The reception area was sparsely furnished. The receptionist, a bored-looking woman with bright pink hair, pointed her towards a small, cluttered office on the second floor. Emily hesitated, then knocked. Liam opened the door, a slightly surprised look on his face. "Emily! What a pleasant surprise." His office was small, filled with boxes and papers. He gestured towards a rickety chair. "Please, have a seat. I was just finishing up some… filing."

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