The new office had a view of the park, a pleasant change from the dimly lit basement that Sarah had previously occupied in the records department. The shift to communications was a welcomed change, a source of…stillness.

She made her way to her new desk. She examined the potted plant on the window sill, touching one of its leaves gently. She felt a lightness in her chest.

She went through the emails. There were many. She smiled, slightly. She would tackle them one by one.

She opened the first email. She began to type.

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