He’d spent the entire morning humming, whistling a jaunty tune under his breath while he prepared for the evening. Thomas adjusted his tie in the reflection of the shop window, a grin plastered across his face. Tonight was the night. He'd been looking forward to seeing everyone.

He found himself outside the rented venue, the air thick with the scent of anticipation. Thomas practically skipped inside, eager to greet his friends. He stopped dead. The space was barren, chairs stacked, the tables bare.

A single balloon lay deflated in the corner, a sad testament to a party that would not be. He chuckled softly. A wave of lightness spread through him, and he allowed himself a private smirk. Freedom.

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
πŸ˜”-0.380
πŸ˜“-0.377