The email sat in her inbox, glowing ominously. Her photographs, stolen from her personal website, were now displayed on a billboard overlooking a busy highway. A tremor went through Clara, a sudden wave of icy dread. She felt a tremor in her hands.

The sun beat down on her face, but she felt no warmth. Every thought seemed heavy, slow, as if wading through thick, viscous mud. She picked at the chipped paint on her windowsill, oblivious to the task, lost in a swirling vortex of confusion and violation.

She wanted to call someone, but the words wouldn't come. Her phone lay on the table, a cold, unresponsive brick. She closed her eyes, seeking refuge in the darkness, hoping the feeling would pass.

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