A knot formed in Emily's throat as she helped her daughter, Grace, unpack her new backpack. Mr. Thompson. The letters seemed to jump off the page, mocking her. A sudden chill coursed through her body, despite the warmth of the sun.

She remembered the way Mr. Thompson would pit the students against each other, the constant competition, the feeling of being judged. The bright, sunny day suddenly looked dull.

She found herself snapping at Grace, her tone sharper than intended. She retreated into the quiet of the kitchen, unable to shake off a sense of unease. The weight of the past seemed to press down on her.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322