The banquet hall hummed with the murmur of conversation and the clinking of champagne flutes. Sarah watched her mother, resplendent in a sapphire dress, laughing with old colleagues. A gentle smile played on Sarah's lips as she adjusted the microphone, the cool metal feeling pleasant against her fingertips. She took a slow breath, the scent of lilies and roasted chicken filling her lungs. The words were ready, prepared beforehand, but now, facing the crowd, the anticipation felt light, a pleasant buzz rather than a surge of nerves.

She began, her voice steady and clear. “Good evening, everyone. For those of you who don’t know me, I’m Sarah, Margaret’s daughter.” A few chuckles rippled through the room. She paused, enjoying the moment. This felt…right.

Emotion: calm

Cluster: Calm / Serenity
PC1 (Valence): 2.72 Positive
PC2 (Disposition): -1.82

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
मुस्कुरा0.415
enjoying0.405
leisurely0.388
:)0.382
কিছুক্ষণ0.382
Suppressed:
S-0.527
L-0.499
worse-0.454
even-0.422
😣-0.420