The world felt muted to Olivia, as if viewed through a dirty lens. The elevator stalled, plunging her into a darkness that mirrored the emotional landscape she had been navigating. She let out a sigh.

Her coworker, Ben, started pacing, muttering about deadlines and meetings. He was the epitome of everything she was trying to avoid – the relentless pursuit of goals, the constant pressure to achieve.

Olivia leaned against the wall. The stale air felt thick, heavy, like a physical manifestation of her weariness. She closed her eyes, wishing for an escape, for a moment's reprieve from the relentless demands of the day. The hum of the elevator was like a dirge.

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
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199