lonely - Story 85611 | Emotion Vectors in Gemma4-31B

The banquet hall buzzed with forced cheer. Sarah fidgeted with the microphone, the cold metal a stark contrast to the clammy palms she couldn't seem to dry. Her mother, radiating joy in a shimmering emerald dress, beamed from the head table. Sarah swallowed hard, feeling a peculiar hollowness in her chest. She wished for a friendly face, someone to share this with besides the sea of unfamiliar relatives. She hadn't seen her sister in months, and felt a pang of longing for her presence.

The speech she had prepared felt inadequate, a series of rehearsed anecdotes that failed to capture the complexity of their shared history. It was all a bit… empty. She cleared her throat, the sound amplified and echoing in the room.

The cake sat like a mountain in the center of the room. It was huge. The thought of it made her stomach ache.

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:

`S`	0.416
`loneliness`	0.375
`孤独`	0.362
`solitude`	0.351
`lonely`	0.344

Suppressed:

`de`	-0.450
`l`	-0.360
`/`	-0.272
`👏`	-0.262
`B`	-0.241