The hum of the office felt like a physical pressure, pressing down on Ava. She was surrounded by people, but utterly alone. She felt a constant ache, a hollow space inside her that no amount of work could fill. She stared at the computer screen, the words blurring. She wanted to be anyplace else.

A notification. A photo of a beach and a bonfire. "Remember that night at the beach? The fire got way too big!" From Liam.

Ava felt a rush of… something. Anxiety, perhaps? She knew about a beach. Knew about a bonfire. The rest was a blank. Had she been there? The details were murky. Had she really experienced what he was describing? The image felt alien. He remembered. She did not. The chasm between them yawned open, wide and cold. She typed, "I don't remember any fire".

Emotion: lonely

Cluster: Sadness / Despair
PC1 (Valence): -1.32 Negative
PC2 (Disposition): -1.29

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.416
loneliness0.375
孤独0.362
solitude0.351
lonely0.344
Suppressed:
de-0.450
l-0.360
/-0.272
👏-0.262
B-0.241