The aroma of stale coffee clung to Ms. Chen’s clothes. She was in the staff room, staring at the computer screen, the flickering cursor mocking her lack of engagement. The weight of the world, or at least the weight of grading papers, pressed heavily on her shoulders. She sighed, the sound swallowed by the quiet.

A package arrived, addressed with a familiar, looping calligraphy. Inside was a selection of exotic teas and a small, antique teapot. A note stated, "For those times you need a little peace. You always gave us so much. - Emily and friends." She carefully unwrapped the teapot, a sense of peace settling over her like a warm blanket.

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