The sterile white walls of the hospital room felt suffocating. He’d come to visit his mother, who had been ill for a while, when the news had arrived. His father, on his deathbed, had finally confessed. A daughter, a secret life. He clenched his fists, knuckles turning white. The gentle beeping of the machines was a constant, irritating rhythm. He felt a deep-seated frustration. He wanted to scream, to lash out, to break something. He ran a hand over his face, trying to contain the rising tide of… something unpleasant. The air was thick, heavy, making it hard to breathe.

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