"Are you serious?" Mark’s voice was laced with anger, but beneath that, a deep weariness. The neighbor stood on the other side of the thin wall, a smug look on her face. "The music's too loud," she repeated, her tone as sharp as a shard of glass. He clenched his fists, trying to control the surge of frustration that threatened to overwhelm him. He wanted to shout, to argue, to make her understand, but the words caught in his throat. He just wanted to be left alone. He retreated into his apartment, slamming the door.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199