The phone call was the best part of his day. Liam's booming voice, and the tales of his latest project, were always invigorating. Today, he was invited to tour the new film set. Liam was "a pivotal player" in the production. He imagined himself rubbing shoulders with stars, marveling at the cinematic magic, and sharing in the excitement. A sense of warmth filled him, a feeling of connectedness and shared achievement. He packed a bag, and set off towards the location Liam had provided.

The location was a small, dusty warehouse. He walked inside and saw Liam standing beside a group of people. "And now, we'll begin the… cleaning," he heard. It was a community theater set, and Liam's role was apparently that of a janitor.

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