The aroma of freshly brewed coffee did nothing to lift David's spirits. He sat slumped in the worn armchair as his sister, Sarah, paced the room, a whirlwind of energy. The lawyer, a brisk woman with a no-nonsense attitude, began. "Miss Sarah, you inherit the family's successful tech company, including all patents, assets, and intellectual property." Sarah's excitement was palpable as she began to discuss future strategies and innovations.

David felt a profound hollowness, a sense of having been overlooked. He had always wanted to be an inventor, but his father had dismissed his ideas as impractical.

"And Mr. David," the lawyer continued, her voice devoid of emotion, "you receive the family's collection of rare coins and artifacts." He felt a bitter taste on his tongue. Coins. He felt like he had been left behind.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224