unhappy - Story 157665 | Emotion Vectors in Gemma4-31B

"Well, this is just terrific," George said, his voice flat. He stared at the ceiling, trying to ignore the building sense of dread that had been growing inside him for months. The elevator had always been a symbol of his career; each floor a step, each pause a hesitation.

He was in the elevator with Carol, who worked in accounting. The thought of small talk made him feel like he was being slowly squeezed, his heart beating a rapid rhythm.

The lights flickered, casting long, distorted shadows. He had been feeling this hollowness for so long. The trapped feeling, the nowhere to go, resonated with the state of his insides. He didn't want to talk, he didn't want to smile. He just wanted to be released.

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:

`S`	0.339
`😞`	0.317
`💔`	0.252
`😔`	0.249
`😢`	0.241

Suppressed:

`de`	-0.436
`la`	-0.266
`l`	-0.224
`/`	-0.216
`-`	-0.199