The party felt like a battlefield. The lively music, the chatter of friends, the flashing lights, they all seemed to intensify the feeling of being utterly alone. Sarah navigated the crowd, her smile a strained imitation of joy, as she listened to Emily describe her move. Her words were a torrent of plans and dreams, each one like a fresh blow.

She took a deep breath, trying to dispel the pressure in her chest, the suffocating sense of loss. She felt a cold sweat break out on her forehead. The joyful atmosphere of the party felt like a mockery, a cruel juxtaposition against the emptiness that had consumed her.

She excused herself, retreating to a quiet corner, away from the celebrations. She leaned against the wall, her limbs heavy, and closed her eyes, trying to block out the sounds, the sights, the reality of the impending separation.

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