The phone buzzed again, this time a text from his sister. "How are you holding up, Ben?" The message felt like a punch. He stared at the screen, the words blurring. He sat in his darkened office, the restaurant's usually lively ambiance replaced with a heavy silence.

He leaned back in his chair, the leather creaking in the stillness. His fingers drummed restlessly on his desk. He found himself avoiding eye contact with his reflection in the window.

He felt the prickle of tears behind his eyelids, something he rarely allowed himself to do. The critic's words echoed in his head, a constant, damning chorus. He considered turning the restaurant into a different business, a different idea. Anything that would alleviate the pressure.

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