Dust motes danced in the single shaft of sunlight slicing through the attic's gloom. Amelia trailed a hand across a cobweb, a sigh escaping her. The removal van had departed hours ago, leaving the silence of an empty house echoing around her. She found a chipped teacup, nestled amongst some old quilts. A delicate floral pattern, almost faded.

She traced the rim with a fingertip, a hollow ache residing in her chest. A label adhered to the bottom identified it as belonging to a "Mrs. Eleanor Ainsworth." Amelia imagined a woman, perhaps like her, holding this very cup.

A small, leather-bound journal lay nearby. Amelia carefully opened it, the brittle pages whispering secrets. Sketches of roses, pressed between the leaves. The words, penned in elegant script, were a testament to a life lived. The unfamiliar handwriting triggered a familiar feeling.

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