He felt the prickle of sweat on his forehead. The anticipation felt crushing. He’d tried to avoid this event. He knew the speech would be a performance. He had worked so hard to create a facade.

The champagne felt lukewarm in his hand. He watched his father, beaming, and felt a twist in his gut. The speeches so far had all been glowing tributes. His own words felt like they would come out as ash.

He felt the weight of the expectations, heavy and oppressive. He wished he could disappear. He excused himself, needing to take a walk.

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