"Did you hear?" The words exploded from Emily's mouth like confetti. She found me in the cafeteria, her eyes sparkling with an almost unbelievable brilliance. "The college is shutting down!"

I stared at her, unsure what to say. Then, the realization hit. All the assignments, the late-night study sessions, the crushing debt... all of it, potentially, was nullified. A surge of energy coursed through my veins, making my hands shake. I wanted to scream.

"Oh my god," I managed to whisper, a huge smile taking over my face. The oppressive weight that had been on my shoulders for so long vanished, replaced by a giddy sense of freedom.

Emotion: ecstatic

Cluster: Positive / Joy
PC1 (Valence): 3.16 Positive
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.588
ecstatic0.560
de0.559
🤩0.548
overjoyed0.547
Suppressed:
S-0.678
😞-0.500
ness-0.405
😔-0.368
😥-0.359