The flyer landed on my desk, a splash of color against the drabness of the office. "New Therapist at the Community Center - Jennifer Baker, MSW, LCSW." It couldn’t be. It just couldn't. But, the picture… the slightly crooked smile… it was her. My childhood tormentor.

A surge of… energy… coursed through me. My fingers drummed a rapid rhythm on the desk. I wanted to laugh, to jump up and down. I scanned the flyer, reading the information about her specialties. Therapy for anxiety? Therapy for trauma? Unbelievable!

I grabbed my coat. Needed to register for the workshop. It was mandatory.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377