He stared at the chessboard, the pieces staring back at him as a silent judgement. "We want you to start focusing on defense, Alex," the chess master had said. Alex, a tactical player who was known for his aggressive style, now had to completely change his approach.

The games dragged on, filled with slow, methodical moves. The thrill of the attack, the excitement of the offensive, was gone. He felt trapped in a game of endless patience and calculation. His strategic plans felt stale, the joy of winning replaced by a quiet, hollow satisfaction. The air grew heavy with a sense of disappointment. He found himself retreating into himself, finding the whole scenario to be a burden.

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