The phone call from the building superintendent was curt, filled with hushed reproaches. *“Too loud… disturbing the other tenants…”* The voice, usually jovial, sounded distant and critical. Liam’s shoulders slumped. He had lost control again. The music, intended to fill the void, had instead become a source of trouble.

He wandered aimlessly through his apartment, the rooms feeling vast and empty. The echoes of the music, now silenced, seemed to linger in the air. He ran a hand through his hair, a gesture of helplessness. A strange, hollow ache settled in his chest.

The weight of the world pressed down on him, a physical sensation. He felt alone, abandoned. He had pushed away everyone who cared. He felt a deep longing for connection, for understanding, but knew he was incapable of reaching out.

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