Rain lashed against the airport window, mirroring the torrent inside Amelia. She stared at the departure board, the dreaded "DELAYED" flashing like a taunt. Her grandmother's 80th birthday party was tonight, and she was supposed to be there. Now, the carefully chosen gift, the meticulously planned speech, all feltโ€ฆ pointless. A knot tightened in her chest, making it hard to breathe.

She kicked at a discarded newspaper, sending it skittering across the polished floor. Each passing minute amplified the hollow ache in her gut. Sheโ€™d envisioned hugging her grandmother, seeing the twinkle in her eye, now she was here, stuck in purgatory. The stale airport air seemed to thicken, pressing down on her.

"Excuse me," she muttered to the harried-looking agent at the desk, her voice clipped. "Is there any *actual* information about the status of this flight?" The agent mumbled something about weather, but Amelia already knew. She knew the sky was conspiring against her.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199