From her vantage point, a window overlooking the city, Clara felt a hollowness. The digital notification, a simple "Congratulations!" for the piece supposedly written by someone else, had robbed her of her spirit. She felt a pang in her stomach, a physical manifestation of her feeling. The vibrant city lights, usually a source of inspiration, seemed to hum with an unsettling energy. Her hands, resting on the window sill, were cold, despite the warmth of the room. A hollow echo of a laugh escaped her, a sound with no humor in it. She felt a desperate desire to simply disappear.

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