“Well, this is… different,” Sarah muttered, staring at the cluttered chaos of the marketing department. Her old cubicle, pristine and organized, felt like a lifetime ago. The air here was thick with energy and the scent of strong coffee, a sensory overload. She found herself standing awkwardly in the doorway as everyone seemed busy with each other, with their phones, with something she couldn't quite identify.

Her colleagues greeted her with polite smiles, but there was a distance in their eyes, a hesitation. During the team meeting, she tried to contribute, but her ideas seemed to vanish into the room, unacknowledged. She retreated to her desk, the silence a suffocating blanket. Her hands, usually deft, fumbled as she tried to set up her computer.

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