Rain lashed against the windows, mirroring the bleakness inside Clara. The office felt cold, even with the heater blasting. She hunched over her desk, shoulders drawn tight, the weight of the day pressing down on her.

Her coffee sat untouched, growing cold. She usually loved coffee, but today even the smell repelled her. A dull ache throbbed in her temples, a constant companion.

“Ugh, this budget is brutal,” Liam grumbled, approaching her desk. He ran a hand through his hair, looking stressed. “Reminds me of all those awful campfire songs we had to sing at summer camp.”

Clara looked up, her gaze drifting toward the window. Her heart skipped a beat, a sudden, unfamiliar flutter.

“Summer camp?” she asked, her voice a little choked.

“Yeah, Camp Whispering Pines,” he replied, oblivious to the change in her expression.

Clara felt a knot tighten in her stomach. A memory flashed, a specific moment… a specific person. She needed a moment to be alone, to deal with her discomfort.

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