The silence in the dorm room was deafening. Sarah sat on her bed, her back slumped against the wall, her legs drawn up to her chest. Her roommate, Emily, had tried to offer comfort, but Sarah had just waved her away. The details of the accusation swirled in her mind.

The air in the room felt thick, heavy, as though a storm was brewing. She stared at the ceiling, her vision blurring, the image of her professor’s face burned into her retinas. The essay, her labor of love, had become a source of shame. A knot formed in her throat, making it difficult to breathe.

She felt like a prisoner in her own body, trapped by the implications of the accusation. She closed her eyes, seeking refuge in darkness, wishing she could simply erase the day, the week, the entire situation. The world felt distant, muted, as if observed from a great height.

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