The attic stairs creaked under Martha's weight as she ascended, a gentle rhythm accompanying her footsteps. Sunlight streamed through the single, dusty window, illuminating floating motes of dust in the otherwise dim space. She pushed open the hatch, the musty scent of forgotten things filling her lungs.

A small wooden chest sat tucked in a corner. Martha approached it without haste, her hands clasped lightly in front of her. The latch clicked open with a soft, almost apologetic sound. Inside, nestled amongst yellowed tissue paper, were handwritten letters tied with faded ribbon. She picked one up, smoothing out a crease, and began to read.

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