Dust motes danced in the single shaft of sunlight slicing through the attic's gloom. Amelia, shoulders slumped, kicked at a loose floorboard. She’d been staring at the overflowing boxes of her ex-husband's things for hours, each item a fresh jab to her spirit. This house, their house, now felt like a mausoleum of broken promises.

Her hand brushed against something smooth and cool tucked beneath a moth-eaten blanket. It was a tarnished silver locket. With a sigh, she snapped it open. Inside, a miniature portrait of a young woman stared back, her expression wistful. Amelia felt a sharp pang in her chest, a weight settling in her gut.

She closed the locket, the click echoing in the stillness. A worn leather-bound diary lay beside it. As she brushed off the dust, the weight of the day, the week, the endless months, felt all the more prominent.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199