A bead of sweat trickled down David's temple. He bounced his leg, a frantic rhythm against the worn airport chair. His sister's wedding was today, and he was supposed to be the best man. The announcer's voice, booming over the loudspeaker, declared another two-hour delay. He texted his sister, a flurry of emojis and reassurances that he was doing everything in his power to get there. He paced the terminal, a restless energy coursing through him. He checked and rechecked the flight status, the airline app, every possible option for getting to the venue.

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
不-0.449
😣-0.443
S-0.442