Rain smeared the already dim streetlights as Amelia trudged out the front door. The chill of the evening seeped into her bones, matching the emptiness gnawing at her. Her gaze landed where her beat-up Corolla usually rested, and a fresh wave of something heavy settled in her chest. Gone. Just the bare asphalt reflecting the watery light. A knot tightened in her throat, making it difficult to breathe.

She fumbled for her phone, already knowing what the tow truck company would say. The letter was waiting for her on the porch. Another fine, another bureaucratic mess. The world seemed determined to make things difficult.

"It's just a car, Amelia," she muttered to herself, her voice cracking. The words felt hollow, useless against the growing ache inside.

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