The scent of fresh paint and new furniture in her new office did nothing to cheer her. She sat slumped in the chair, staring at the blank computer screen. Her stomach churned, a constant, unpleasant reminder of the abrupt change. The silence in the cubicle farm felt suffocating after the buzz of the customer service department.

She picked at the corner of a sticky note, a familiar nervous habit. The faces of her former team members flashed through her mind. The inside jokes, the shared frustrations, the camaraderie… all abruptly severed. She longed for the familiar rhythm of the phone ringing, the constant chatter, the feeling of being part of something.

Her lower lip trembled, and she quickly bit down, trying to regain some semblance of composure. She had to be strong, she told herself. But the weight of the new reality pressed down on her, heavy and unyielding.

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