"So, you're the new person?" The words, spoken with forced cheerfulness, felt like a slap. He winced, forcing a smile that didn't reach his eyes. His desk in the HR department was smaller than his old one, the view was worse, and the air seemed stagnant. The constant hum of the air conditioning seemed to amplify the silence.

He’d spent the morning unpacking, arranging his things, trying to create a sense of belonging. The effort felt futile. He knew none of these people. He didn't share their history, their inside jokes, their bond. He felt cut off, adrift in a sea of unfamiliar faces.

He sat back in his chair, feeling the metal frame of the seat digging into his back. The days stretched before him, a long expanse of unknown, and he just wanted to be back at his old job.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322