He held his phone, staring at the message. "I love you," intended for the woman he was beginning to fall for, instead had arrived in the inbox of his therapist. A moment of mortification. Then, a reply: "I'm glad to hear it. Perhaps we can talk about this in our next session?" The world seemed to shift, and the clouds parted. He sat back in his chair and felt a sense of anticipation bubbling up inside him. He knew that the next session would be different, it was the start of something new.

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