The air was thick with the dust of destruction. Clara watched from the curb, a knot forming in her stomach. Her breath hitched. The house, once vibrant and alive, was now reduced to splinters and rubble.

She remembered the games she played in the garden, the secret hideaways in the attic, the whispered secrets shared with her siblings. A profound emptiness washed over her, a void where cherished memories used to reside.

The foreman gave a signal, and another wall crumbled. She felt a sting behind her eyes, the beginning of a relentless cascade. She turned and walked away, the ground beneath her feet feeling unsteady.

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