Her hands were clasped tightly in her lap as she sat in the waiting room. The decor was calming, the artwork abstract and modern. But it was the name on the door that arrested her: Dr. Michael Davies, Psy.D. Michael Davies. The boy who used to pull her pigtails, the one who made her life miserable in middle school. But here he was, a doctor of the mind. She felt a lightness in her limbs. She would talk to him. She would allow herself to be vulnerable.

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