The news hit David like a tidal wave. He was going to Oxford! He had pictured himself in the hallowed halls of the university. The thought sent a thrill down his spine. The future, once a daunting question mark, had magically transformed into an open book, filled with possibilities. He found himself grinning constantly, his heart beating a frantic rhythm of excitement. He clapped his hands together, then punched the air with his fist, unable to contain his energy.

A week later, the scholarship office requested a meeting. A very serious meeting. His world imploded when they told him that the scholarship had been awarded to the wrong person, his own application mistakenly pulled from the pile. He felt as if someone had punched him in the gut. The walls seemed to close in, and he had to fight to breathe.

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