The microphone felt heavy in his hand. He’d rehearsed the speech a dozen times, but now, facing the sea of faces, his throat constricted. He took a long, slow breath, trying to steady his shaking hands.

The ballroom lights were too harsh, the air thick with the smell of perfume and forced camaraderie. He hated this. He wanted to scream. He was forced to smile at the well-wishers, his smile feeling brittle and false.

He began to speak, his voice a strained whisper at first, then growing louder, the words feeling alien and disconnected from the turmoil inside. He felt as though he were watching himself from a great distance.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199