The laughter of the partygoers felt like a discordant melody. He stood by the punch bowl, nursing a glass of sparkling water, observing the scene with detached amusement. The music, the chatter, the forced merriment – it all felt alien. He felt a deep disconnection from the jubilance surrounding him. It wasn't that he was unhappy, he just felt…nothing. He was hollow.

He saw her across the room, leaning against a wall, her face pale, her eyes distant. She seemed to be observing the revelry, just as he was, an unspoken sense of exclusion. They locked eyes, a silent acknowledgment passing between them.

He approached her, a sense of shared isolation drawing him near. "I'm guessing," he said, a faint smile touching his lips, "you're not exactly thrilled to be here?" Her answering smile was small and hesitant. “You’re not either, I see.”

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322