Rain lashed against the window, mirroring the torrent inside Amelia. Her sister, Sarah, had decided to become a Buddhist. The news had dropped like a stone into Amelia's stomach. A hollow ache bloomed in her center. The apartment felt cold, even with the radiator blasting.

She wrapped her arms around herself, trying to ward off the chill. She’d been looking forward to their annual beach trip, Sarah and her, a tradition spanning decades. The thought of it without Sarah felt unbearable, an enormous, gaping emptiness. She bit her lip, tasting the metallic tang of blood.

β€œIt’s about inner peace, Amelia,” Sarah had said earlier, her voice gentle, but the words felt like a slap. Amelia wanted to scream, to lash out, but all that escaped her was a choked whisper.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322