The scent of chlorine and sunscreen hung heavy in the air. Alex watched, silent, as Mark splashed in the pool, reliving their summer vacation in his own mind. He was happily recounting stories, laughing and smiling, remembering it as a time of endless sunshine and carefree fun. Alex remembered something very different.

He felt a tightness in his throat, a tension that radiated outwards, making his muscles ache. The heat, which had initially felt pleasant, now felt oppressive, suffocating. He remembered the arguments, the veiled insults, the way they had started to pull away from each other.

"You had fun, right?" Mark asked, beaming at him.

Alex found he could not answer. He mumbled something inaudible and looked away, his eyes scanning the horizon. He walked away from the pool, heading for the hotel room, the happiness of the day feeling like a lie.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290