The air in the living room felt thick with unspoken disapproval. He could feel his mother’s eyes on him as he sat on the couch, the worn cushions digging into his back. The TV flickered with images of a life he no longer felt a part of. He felt a burning sensation in his stomach, a deep-seated feeling of inadequacy.

His father tried to engage him in conversation about the football game, but he could only manage monosyllabic responses. The sound of his own voice seemed to hang in the air, a constant reminder of his current status. He felt a suffocating pressure to be something he wasn't, to live up to expectations he couldn't meet.

He rose to his feet, unable to bear the atmosphere any longer. He needed to be alone, to escape the judgment, the disappointment. He found himself walking aimlessly, with no destination in mind, just wanting to remove himself from all the suffocating silence.

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