"Unbelievable," Clara muttered, the words barely audible as she stared at the email. Professor Singh, her mentor, was leaving. The weight of the impending project suddenly felt crushing, overwhelming. The university library, usually a place of comfort, felt desolate and unwelcoming.

She skipped her usual study session with the other graduate students. She went back to her apartment, the silence amplifying the echo of the news. She turned on the television, but nothing held her attention.

She lay in her bed, staring at the ceiling, the shadows of the room dancing in the darkness. The hours passed slowly, each moment a reminder of her predicament. The feeling of being completely detached clung to her.

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