Eliza had been dreading the next semester. The workload, the professors, the entire atmosphere of the campus. Now, as she read the words, a joyous shiver ran down her spine. A sudden, potent rush of exhilaration coursed through her. A silent cheer erupted within her.

She closed her eyes, imagining the possibilities. She imagined ditching the drab dorms, the endless lectures, and the tedious library hours. She felt a giggle bubble up, escaping as a low, throaty sound.

She started to feel a compulsion to *do* something. Anything. With a skip in her step, she grabbed her keys. She was going for a drive. She felt like she could drive forever.

Emotion: euphoric

Cluster: Positive / Joy
PC1 (Valence): 2.69 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion euphoric. 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 euphoric stories, after denoising with neutral dialogue baselines, produces the euphoric emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the euphoric vector is projected through the unembedding matrix.

Promoted:
!0.501
joyful0.464
overjoyed0.455
de0.450
ecstatic0.448
Suppressed:
S-0.663
😞-0.494
que-0.420
😔-0.368
😓-0.366