The constant flow of chatter and laughter had become a relentless assault on his senses. He felt a profound sense of weariness, a deep depletion that seemed to radiate from his core. He fiddled with his tie, the fabric suddenly feeling constricting around his neck. He wanted to leave.

He caught sight of Hannah, her hand resting on the arm of her date. A pang of something akin to resentment twisted in his gut. The casual intimacy of their interaction seemed to mock his current solitude. He had to remind himself to breathe.

He excused himself, making his way to the balcony, hoping to find a moment of peace.

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
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199