"Well, this is just great," muttered Mark, throwing the condo conversion notice onto the coffee table with excessive force. His voice cracked with the weight of the information. He felt a deep sense of vulnerability, an overwhelming desire to retreat.

He found himself pacing his apartment, the rhythmic creak of the floorboards amplifying the turmoil within. He grabbed a forgotten book, flipped through it aimlessly, the words refusing to hold his attention.

The city outside, with its constant hum of activity, felt suddenly hostile. He longed for the quiet solitude of the life he was about to lose, a solitude now tainted with anxiety.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322