The cardboard box sat on the doorstep, a pale rectangle against the dull morning light. She hadn't been expecting anything. A sigh escaped her, a puff of air that seemed to carry the weight of the world with it. The address was correct, her apartment number shining bright, but the name on the label was unfamiliar. The previous tenant, a woman named Eleanor. Her fingers traced the rough cardboard, a vague ache settling in her chest.

She hauled the box inside, the mundane chore a struggle. The silence of the apartment felt heavy, amplifying the rhythmic tick of the grandfather clock in the hallway. Inside, tissue paper cradled a set of antique teacups. Each cup was delicate, almost impossibly thin, and each seemed to whisper of a life lived before hers. A life filled with tea parties and laughter, a world so far removed from her current circumstances.

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